This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.
  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


### Summary of unconverged parameters:

Table X. Unconverged parameters.

variable

Freq

beta0_pelagic

1

beta0_yellow

1

beta1_pelagic

1

beta2_pH

2

H_ayg

1

H_ayu

2

Hb_ay

2

Hb_ayg

4

Hb_ayu

4

Ho_ay

4

Ho_ayg

1

Ho_ayu

11

Hp_ay

3

Hp_ayg

3

Hp_ayu

4

Hy_ay

5

Hy_ayu

8

p_dsr

3

R_ay

59

R_ayg

14

R_ayu

54

Rb_ay

51

Rb_ayg

13

Rb_ayu

45

Rd_ay

8

Rd_ayu

8

Rdnye_ay

2

Rdnye_ayu

4

Ro_ay

38

Ro_ayg

17

Ro_ayu

68

Rp_ay

50

Rp_ayg

14

Rp_ayu

44

Rs_ay

2

Rs_ayu

8

Ry_ay

27

Ry_ayg

6

Ry_ayu

36

tau_beta2_pH

1

tau_beta5_pH

1

area

variable

year

user

species

Rhat

BSAI

R_ayu

10

1.290975

BSAI

Rp_ayu

10

1.290975

BSAI

Rb_ayu

10

1.290968

BSAI

Rp_ay

10

1.290961

BSAI

R_ay

10

1.290961

BSAI

Rb_ay

10

1.290953

BSAI

Rp_ayu

5

1.289696

BSAI

R_ayu

5

1.289696

BSAI

Rp_ay

5

1.289691

BSAI

R_ay

5

1.289690

BSAI

Rb_ayu

5

1.289592

BSAI

Rb_ay

5

1.289586

BSAI

Rb_ayu

1

1.289562

BSAI

Rp_ayu

1

1.289543

BSAI

R_ayu

1

1.289541

BSAI

Rb_ay

1

1.289481

BSAI

Rp_ay

1

1.289459

BSAI

R_ay

1

1.289457

BSAI

Rb_ayu

14

1.285835

BSAI

Rb_ay

14

1.285761

BSAI

Rp_ayu

14

1.285751

BSAI

R_ayu

14

1.285746

BSAI

Rp_ay

14

1.285673

BSAI

R_ay

14

1.285666

BSAI

Ro_ayu

16

1.281361

BSAI

Ro_ay

16

1.281279

BSAI

Rb_ayu

12

1.272709

BSAI

Ry_ayu

39

1.272685

BSAI

Ry_ay

39

1.272670

BSAI

Rp_ayu

12

1.272644

BSAI

R_ayu

12

1.272622

BSAI

Rb_ay

12

1.270975

BSAI

Rp_ay

12

1.270890

BSAI

R_ay

12

1.270844

BSAI

Ry_ayg

4

1.253285

BSAI

Rb_ayu

20

1.248242

BSAI

Rp_ayu

20

1.246470

BSAI

R_ayu

20

1.246282

BSAI

Rb_ay

20

1.246005

BSAI

Rp_ay

20

1.244138

BSAI

R_ay

20

1.243891

BSAI

Rb_ayu

2

1.241326

BSAI

Rp_ayu

2

1.240454

BSAI

R_ayu

2

1.240442

BSAI

Rp_ayu

8

1.236762

BSAI

R_ayu

8

1.236729

BSAI

Rb_ay

2

1.236144

BSAI

Rp_ay

2

1.235038

BSAI

R_ay

2

1.234969

BSAI

Rp_ay

8

1.231657

BSAI

R_ay

8

1.231597

BSAI

Rb_ayu

8

1.230064

BSAI

Rb_ay

8

1.224350

BSAI

Ro_ayg

14

1.219062

BSAI

Rp_ay

9

1.216507

BSAI

R_ay

9

1.216484

BSAI

Rp_ayu

9

1.216308

BSAI

R_ayu

9

1.216291

BSAI

Rp_ayg

1

1.216107

BSAI

R_ayg

1

1.215942

BSAI

Rb_ayg

1

1.214761

BSAI

Ro_ayu

36

1.214714

BSAI

Ro_ay

36

1.214669

BSAI

Ro_ayg

16

1.212793

BSAI

Rb_ayu

16

1.212228

BSAI

Rb_ayu

13

1.210692

BSAI

R_ayu

16

1.210558

BSAI

Rp_ayu

16

1.210429

BSAI

Rb_ay

16

1.210178

BSAI

Rb_ay

13

1.209689

BSAI

R_ay

16

1.208647

BSAI

Rp_ay

16

1.208563

BSAI

R_ayu

13

1.208284

BSAI

Rp_ayu

13

1.208282

BSAI

Rp_ay

13

1.207196

BSAI

R_ay

13

1.207194

BSAI

Rb_ay

9

1.198040

BSAI

Rb_ayu

9

1.197610

BSAI

Ry_ayu

17

1.189100

BSAI

Ry_ay

17

1.188865

BSAI

Ro_ayu

9

1.177904

BSAI

Ro_ay

9

1.177318

BSAI

Rp_ay

6

1.174683

BSAI

R_ay

6

1.174645

BSAI

Rp_ayu

6

1.174211

BSAI

R_ayu

6

1.174196

BSAI

Ho_ayu

21

1.172975

BSAI

Ho_ay

21

1.172565

BSAI

Rb_ay

6

1.171540

BSAI

Rb_ayu

7

1.171295

BSAI

Rb_ayu

6

1.171099

BSAI

Rp_ayu

7

1.169525

BSAI

R_ayu

7

1.169418

BSAI

Rb_ay

7

1.169370

BSAI

Ry_ay

2

1.169017

BSAI

Ry_ayu

2

1.168992

BSAI

Rp_ay

7

1.167428

BSAI

R_ay

7

1.167244

BSAI

Ro_ayg

19

1.165635

BSAI

Ro_ayu

10

1.165092

BSAI

Ro_ay

10

1.162210

BSAI

Ho_ayg

2

1.160693

BSAI

Hy_ayu

20

1.158738

BSAI

Hy_ay

20

1.155144

BSAI

Hy_ayu

19

1.154508

BSAI

Hy_ay

19

1.151013

BSAI

Ry_ay

24

1.150893

BSAI

Ry_ayu

24

1.150888

BSAI

Ry_ayu

27

1.150348

BSAI

Ry_ay

27

1.150336

BSAI

Ho_ay

15

1.149474

BSAI

Rb_ayg

10

1.148311

BSAI

Ho_ayu

15

1.146881

BSAI

Ro_ayu

3

1.145247

BSAI

Ro_ay

3

1.145008

BSAI

Ro_ayu

44

1.143485

BSAI

Ro_ay

44

1.143352

BSAI

Rp_ayg

10

1.142040

BSAI

R_ayg

10

1.141516

BSAI

Hy_ay

5

1.135004

BSAI

Hy_ayu

5

1.134979

BSAI

R_ay

11

1.134325

BSAI

R_ayu

11

1.134323

BSAI

Rp_ay

11

1.134297

BSAI

Rp_ayu

11

1.134293

BSAI

Ry_ayg

16

1.134216

BSAI

Hy_ayu

7

1.134036

BSAI

Ho_ayu

32

1.132830

BSAI

Ho_ay

32

1.132672

BSAI

Ro_ayu

43

1.131169

BSAI

Hy_ay

7

1.130938

BSAI

Ro_ayu

25

1.130174

BSAI

Ro_ay

25

1.129764

BSAI

Ro_ay

43

1.129168

BSAI

R_ay

4

1.128930

BSAI

Rp_ay

4

1.128927

BSAI

R_ayu

4

1.128729

BSAI

Hb_ayg

12

1.128727

BSAI

Rp_ayu

4

1.128710

BSAI

Ry_ayg

17

1.128069

BSAI

Ry_ayg

18

1.126869

BSAI

Ro_ayg

1

1.125104

BSAI

Hp_ayg

12

1.124238

BSAI

Rb_ay

4

1.124185

BSAI

Rb_ayu

4

1.123888

BSAI

Rb_ay

11

1.122949

BSAI

Rb_ayu

11

1.122827

BSAI

R_ayu

39

1.121612

BSAI

R_ay

39

1.121573

BSAI

Rb_ayg

11

1.119924

BSAI

Hb_ayg

5

1.116620

BSAI

H_ayg

12

1.116297

BSAI

Ro_ayu

17

1.116082

BSAI

Ro_ay

17

1.115427

BSAI

Rb_ay

3

1.114733

BSAI

Ho_ayu

7

1.114130

BSAI

Rb_ayu

3

1.113849

BSAI

Ro_ayu

1

1.113787

BSAI

Ro_ay

1

1.113379

BSAI

Rp_ayg

11

1.112525

BSAI

R_ayg

11

1.112414

BSAI

Rp_ay

3

1.112367

BSAI

R_ay

3

1.112312

BSAI

Rp_ayu

3

1.111511

BSAI

Ho_ay

7

1.111479

BSAI

R_ayu

3

1.111474

BSAI

Ro_ayg

6

1.111436

BSAI

Hy_ay

6

1.111369

BSAI

Ry_ayg

12

1.111263

BSAI

Ho_ayu

6

1.111257

BSAI

Rb_ayu

18

1.110280

BSAI

Hy_ayu

6

1.110274

CI

Ro_ayu

6

1.210952

CI

Ro_ayg

2

1.199981

CI

Ro_ay

2

1.193881

CI

Ro_ayg

9

1.173967

CI

tau_beta2_pH

1

1.163687

CI

Ro_ay

9

1.161213

CI

Ro_ayu

1

1.144920

CI

Ro_ay

6

1.120297

CSEO

Ry_ayu

44

1.167631

CSEO

Ry_ay

44

1.165282

CSEO

Rd_ayu

44

1.157554

CSEO

Rd_ay

44

1.155376

CSEO

Rs_ayu

19

1.134772

EWYKT

Bdnye_ayu

47

1.288527

EWYKT

Bdnye_ay

47

1.288526

EWYKT

Rdnye_ayu

47

1.288504

EWYKT

Rdnye_ay

47

1.288504

EWYKT

Tdnye_ayu

47

1.288504

EWYKT

Tdnye_ay

47

1.288503

EWYKT

Ro_ayu

47

1.288453

EWYKT

Ro_ay

47

1.288453

EWYKT

Rs_ay

47

1.287030

EWYKT

Ts_ay

47

1.287029

EWYKT

Rs_ayu

47

1.287026

EWYKT

Ts_ayu

47

1.287025

EWYKT

R_ayu

47

1.274737

EWYKT

R_ay

47

1.274737

EWYKT

Rd_ayu

47

1.273183

EWYKT

Rd_ay

47

1.273183

EWYKT

Rs_ayu

1

1.206623

EWYKT

p_dsr

45

1

1.186907

EWYKT

Rs_ayu

24

1.179643

EWYKT

Ry_ayu

6

1.170033

EWYKT

p_dsr

45

2

1.160625

EWYKT

Ro_ay

46

1.158059

EWYKT

Ro_ayu

46

1.158003

EWYKT

Rdnye_ay

46

1.157048

EWYKT

Rdnye_ayu

46

1.156942

EWYKT

Ry_ayu

20

1.155907

EWYKT

Tdnye_ayu

46

1.154366

EWYKT

Tdnye_ay

46

1.154090

EWYKT

Bdnye_ay

46

1.153533

EWYKT

Bdnye_ayu

46

1.153442

EWYKT

Ry_ay

45

1.150535

EWYKT

Ry_ayu

45

1.150506

EWYKT

Rd_ay

45

1.150218

EWYKT

Rs_ayu

46

1.149970

EWYKT

Rd_ayu

45

1.149942

EWYKT

Ts_ayu

46

1.145948

EWYKT

Ro_ayu

3

1.138407

EWYKT

Rdnye_ayu

3

1.138389

EWYKT

R_ay

45

1.135875

EWYKT

R_ayu

45

1.135795

EWYKT

Rs_ay

46

1.126782

EWYKT

Rdnye_ayu

16

1.123288

EWYKT

Ro_ayu

16

1.123120

EWYKT

p_dsr

44

2

1.121622

EWYKT

Rs_ayu

3

1.111520

NG

R_ay

3

1.169843

NG

Rp_ay

3

1.169202

NG

Rb_ay

3

1.167803

NG

Rb_ay

8

1.159590

NG

R_ay

8

1.159386

NG

Rp_ay

8

1.158876

NG

R_ayg

3

1.158018

NG

Rp_ayg

3

1.157972

NG

Rb_ayg

3

1.156649

NG

Rp_ayu

8

1.148346

NG

Rb_ayu

8

1.147227

NG

R_ayu

8

1.146970

NG

tau_beta5_pH

3

1.140628

NG

Rb_ay

1

1.139600

NG

R_ay

1

1.137203

NG

Rp_ay

1

1.136472

NG

R_ay

4

1.132843

NG

Rp_ay

4

1.132430

NG

Rb_ay

2

1.130846

NG

Rp_ay

11

1.130824

NG

R_ay

11

1.130606

NG

R_ay

6

1.130241

NG

Rb_ay

4

1.130085

NG

R_ay

2

1.129877

NG

Rb_ayu

1

1.129721

NG

Rp_ay

2

1.129698

NG

Rp_ayg

11

1.129452

NG

Rp_ay

6

1.129340

NG

R_ayg

11

1.129219

NG

Rb_ay

14

1.128428

NG

Rb_ay

11

1.128155

NG

Rb_ayg

11

1.127492

NG

Rp_ayu

1

1.127248

NG

Rb_ayg

14

1.127026

NG

Rb_ay

6

1.125846

NG

R_ayu

1

1.125043

NG

Rb_ay

7

1.124985

NG

R_ay

14

1.124637

NG

Rp_ay

14

1.124578

NG

Rp_ay

7

1.124152

NG

R_ay

7

1.124051

NG

Rb_ay

5

1.123312

NG

R_ayg

4

1.123227

NG

R_ay

5

1.123084

NG

Rp_ayg

4

1.122858

NG

Rp_ay

5

1.122386

NG

R_ayg

6

1.122224

NG

Rp_ayg

6

1.121275

NG

Rp_ayg

14

1.120943

NG

R_ayg

14

1.120846

NG

Rb_ayg

4

1.120634

NG

Rb_ayg

6

1.120385

NG

Rp_ayg

8

1.115988

NG

R_ayg

8

1.115924

NG

Rb_ayg

8

1.115651

NG

Rb_ay

10

1.114078

NG

Rb_ayg

5

1.112196

NG

R_ayg

5

1.111431

NG

Rb_ayg

2

1.111018

NG

Rp_ayg

5

1.110945

NG

Rp_ayg

2

1.110711

NG

R_ayg

2

1.110622

NG

Rp_ay

10

1.110350

NG

R_ay

10

1.110323

NSEI

Ry_ayu

46

1.261084

NSEI

Ry_ay

46

1.261079

NSEI

Rd_ayu

46

1.244582

NSEI

Rd_ay

46

1.244555

NSEI

R_ayu

46

1.160410

NSEI

R_ay

46

1.160363

NSEI

Rs_ayu

26

1.113790

NSEO

Rs_ayu

25

1.164092

NSEO

Rd_ay

46

1.155508

NSEO

Ry_ay

46

1.155507

NSEO

R_ay

46

1.155505

NSEO

Rd_ayu

46

1.155504

NSEO

Ry_ayu

46

1.155504

NSEO

R_ayu

46

1.155501

PWSI

Rb_ayg

4

1.130295

PWSI

Rb_ayu

5

1.127427

PWSI

Rb_ay

4

1.125372

PWSI

Rb_ay

5

1.120892

PWSI

Rp_ayg

4

1.116933

PWSI

R_ayg

4

1.116227

PWSI

Rp_ayu

5

1.111948

PWSI

beta0_pelagic

1.111778

PWSI

Rp_ay

5

1.111638

PWSO

Rp_ayg

5

1.180130

PWSO

R_ayg

5

1.175983

PWSO

Rp_ay

5

1.169069

PWSO

Hy_ayu

13

1.166785

PWSO

R_ay

5

1.163027

PWSO

Rb_ayg

5

1.154744

PWSO

Hp_ayg

13

1.154358

PWSO

Hb_ayg

13

1.150252

PWSO

Hb_ayu

10

1.145674

PWSO

Hp_ay

13

1.144962

PWSO

Rb_ay

5

1.144741

PWSO

Hp_ayu

10

1.142568

PWSO

Hp_ayu

14

1.141537

PWSO

Hb_ay

13

1.141053

PWSO

Hb_ayu

14

1.137167

PWSO

Hy_ayu

16

1.135344

PWSO

Hp_ayu

11

1.134697

PWSO

H_ayu

11

1.134541

PWSO

Hp_ay

11

1.131774

PWSO

Hb_ay

11

1.129761

PWSO

Hb_ayu

17

1.128611

PWSO

H_ayu

13

1.127562

PWSO

Hp_ayu

17

1.127244

PWSO

Hb_ayg

11

1.126769

PWSO

Hp_ayg

11

1.122934

PWSO

Rp_ayg

4

1.115637

PWSO

beta0_yellow

1.112971

PWSO

R_ayg

4

1.112923

PWSO

Hb_ayu

8

1.111250

PWSO

Hp_ay

15

1.110710

SOKO2SAP

Rb_ay

9

1.291479

SOKO2SAP

Rb_ayu

9

1.291479

SOKO2SAP

R_ay

9

1.291479

SOKO2SAP

Rp_ay

9

1.291479

SOKO2SAP

Rp_ayu

9

1.291479

SOKO2SAP

R_ayu

9

1.291479

SOKO2SAP

Rp_ay

5

1.290968

SOKO2SAP

R_ay

5

1.290968

SOKO2SAP

Rp_ayu

5

1.290968

SOKO2SAP

R_ayu

5

1.290968

SOKO2SAP

Rb_ay

5

1.290966

SOKO2SAP

Rb_ayu

5

1.290966

SOKO2SAP

R_ayu

7

1.290932

SOKO2SAP

Rp_ayu

7

1.290932

SOKO2SAP

R_ay

7

1.290932

SOKO2SAP

Rp_ay

7

1.290932

SOKO2SAP

Rb_ayu

7

1.290931

SOKO2SAP

Rb_ay

7

1.290931

SOKO2SAP

Rp_ayu

13

1.290746

SOKO2SAP

R_ayu

13

1.290746

SOKO2SAP

Rp_ay

13

1.290746

SOKO2SAP

R_ay

13

1.290746

SOKO2SAP

Rb_ayu

13

1.290732

SOKO2SAP

Rb_ay

13

1.290732

SOKO2SAP

Rp_ayu

12

1.290531

SOKO2SAP

R_ayu

12

1.290531

SOKO2SAP

Rp_ay

12

1.290531

SOKO2SAP

R_ay

12

1.290531

SOKO2SAP

Rb_ayu

12

1.290494

SOKO2SAP

Rb_ay

12

1.290494

SOKO2SAP

R_ayu

14

1.287945

SOKO2SAP

Rp_ayu

14

1.287945

SOKO2SAP

R_ay

14

1.287945

SOKO2SAP

Rp_ay

14

1.287945

SOKO2SAP

Rb_ayu

14

1.287928

SOKO2SAP

Rb_ay

14

1.287928

SOKO2SAP

Rb_ay

10

1.286465

SOKO2SAP

Rb_ayu

10

1.286465

SOKO2SAP

Rp_ay

10

1.286344

SOKO2SAP

R_ay

10

1.286344

SOKO2SAP

Rp_ayu

10

1.286344

SOKO2SAP

R_ayu

10

1.286344

SOKO2SAP

Rb_ay

1

1.283839

SOKO2SAP

Rb_ayu

1

1.283839

SOKO2SAP

Rp_ay

1

1.283656

SOKO2SAP

R_ay

1

1.283656

SOKO2SAP

Rp_ayu

1

1.283656

SOKO2SAP

R_ayu

1

1.283656

SOKO2SAP

Rb_ayu

17

1.280527

SOKO2SAP

Rb_ay

17

1.280527

SOKO2SAP

Rp_ayu

17

1.280499

SOKO2SAP

R_ayu

17

1.280499

SOKO2SAP

Rp_ay

17

1.280499

SOKO2SAP

R_ay

17

1.280499

SOKO2SAP

Rb_ayu

18

1.276417

SOKO2SAP

Rb_ay

18

1.276416

SOKO2SAP

R_ayu

18

1.276189

SOKO2SAP

Rp_ayu

18

1.276188

SOKO2SAP

R_ay

18

1.276187

SOKO2SAP

Rp_ay

18

1.276187

SOKO2SAP

Rb_ayu

22

1.275879

SOKO2SAP

Rb_ay

22

1.275878

SOKO2SAP

R_ayu

22

1.275120

SOKO2SAP

R_ay

22

1.275119

SOKO2SAP

Rp_ayu

22

1.275119

SOKO2SAP

Rp_ay

22

1.275118

SOKO2SAP

Rb_ayu

19

1.268804

SOKO2SAP

Rb_ay

19

1.268802

SOKO2SAP

R_ayu

19

1.268244

SOKO2SAP

Rp_ayu

19

1.268243

SOKO2SAP

R_ay

19

1.268242

SOKO2SAP

Rp_ay

19

1.268242

SOKO2SAP

R_ayu

4

1.250516

SOKO2SAP

Rp_ayu

4

1.250516

SOKO2SAP

R_ay

4

1.250516

SOKO2SAP

Rp_ay

4

1.250516

SOKO2SAP

Rb_ayu

4

1.245895

SOKO2SAP

Rb_ay

4

1.245895

SOKO2SAP

R_ayu

25

1.238678

SOKO2SAP

R_ay

25

1.238678

SOKO2SAP

Rp_ayu

25

1.238649

SOKO2SAP

Rp_ay

25

1.238649

SOKO2SAP

Ro_ayu

19

1.233596

SOKO2SAP

Rb_ayu

25

1.233592

SOKO2SAP

Rb_ay

25

1.233591

SOKO2SAP

Ro_ay

19

1.233590

SOKO2SAP

Ro_ayu

16

1.233231

SOKO2SAP

Ro_ay

16

1.232952

SOKO2SAP

R_ay

3

1.231445

SOKO2SAP

Rp_ay

3

1.231445

SOKO2SAP

R_ayu

3

1.231445

SOKO2SAP

Rp_ayu

3

1.231445

SOKO2SAP

Rb_ay

3

1.229370

SOKO2SAP

Rb_ayu

3

1.229370

SOKO2SAP

Ry_ay

23

1.227151

SOKO2SAP

Ry_ayu

23

1.227138

SOKO2SAP

Ro_ayg

20

1.222598

SOKO2SAP

Ro_ayu

15

1.217172

SOKO2SAP

Ro_ay

15

1.214985

SOKO2SAP

Rb_ayu

11

1.167786

SOKO2SAP

Rb_ay

11

1.167784

SOKO2SAP

Ro_ayu

18

1.163925

SOKO2SAP

R_ayu

11

1.163105

SOKO2SAP

Rp_ayu

11

1.163105

SOKO2SAP

R_ay

11

1.163103

SOKO2SAP

Rp_ay

11

1.163103

SOKO2SAP

Rb_ay

6

1.163101

SOKO2SAP

Rb_ayu

6

1.163101

SOKO2SAP

R_ay

6

1.162657

SOKO2SAP

Rp_ay

6

1.162657

SOKO2SAP

R_ayu

6

1.162657

SOKO2SAP

Rp_ayu

6

1.162657

SOKO2SAP

Ro_ay

18

1.162422

SOKO2SAP

R_ayu

21

1.148562

SOKO2SAP

Rp_ayu

21

1.148558

SOKO2SAP

R_ay

21

1.148535

SOKO2SAP

Rp_ay

21

1.148532

SOKO2SAP

Ry_ay

8

1.147491

SOKO2SAP

Ry_ayu

8

1.147377

SOKO2SAP

Rb_ayu

21

1.140311

SOKO2SAP

Rb_ay

21

1.140286

SOKO2SAP

Ro_ayu

7

1.139796

SOKO2SAP

Ry_ayu

22

1.136857

SOKO2SAP

Ry_ay

22

1.136853

SOKO2SAP

Ry_ayu

1

1.135897

SOKO2SAP

Ry_ay

1

1.135878

SOKO2SAP

Ro_ay

7

1.135743

SOKO2SAP

Ro_ayu

41

1.134350

SOKO2SAP

Ro_ay

41

1.134346

SOKO2SAP

Rp_ayu

16

1.133409

SOKO2SAP

R_ayu

16

1.133409

SOKO2SAP

Rp_ay

16

1.133408

SOKO2SAP

R_ay

16

1.133408

SOKO2SAP

Rb_ayu

16

1.132158

SOKO2SAP

Rb_ay

16

1.132156

SOKO2SAP

Ry_ayu

18

1.127525

SOKO2SAP

Ry_ay

18

1.127513

SOKO2SAP

Ry_ayu

11

1.120045

SOKO2SAP

Ry_ay

11

1.119653

SOKO2SAP

Ry_ayg

13

1.118825

SOKO2SAP

Ro_ayu

23

1.118768

SOKO2SAP

Ro_ay

23

1.118744

SOKO2SAP

Ry_ayu

37

1.111405

SOKO2SAP

Ry_ay

37

1.111341

SSEI

Ry_ayu

13

1.152709

SSEI

Ry_ay

13

1.139819

SSEO

Ry_ayu

46

1.288477

SSEO

Ry_ay

46

1.288477

SSEO

Rd_ayu

46

1.288474

SSEO

Rd_ay

46

1.288474

SSEO

R_ayu

46

1.288295

SSEO

R_ay

46

1.288295

SSEO

Ry_ayu

45

1.217221

SSEO

Ry_ay

45

1.216958

SSEO

Rd_ayu

45

1.214020

SSEO

Rd_ay

45

1.213605

SSEO

R_ay

47

1.127591

SSEO

R_ayu

47

1.127591

SSEO

Ry_ay

47

1.127587

SSEO

Ry_ayu

47

1.127587

SSEO

Rd_ay

47

1.127584

SSEO

Rd_ayu

47

1.127584

SSEO

beta1_pelagic

1.125213

WKMA

Ro_ayu

31

1.232336

WKMA

Ro_ay

31

1.231805

WKMA

Ro_ayu

27

1.143563

WKMA

Ro_ayu

5

1.132774

WKMA

Ro_ay

27

1.118148

WKMA

Ro_ayg

8

1.117640

WKMA

Ry_ayu

40

1.117625

WKMA

Ry_ay

33

1.117252

WKMA

Ry_ayu

33

1.116594

WKMA

Ry_ay

2

1.116140

WKMA

Ry_ay

40

1.115535

WKMA

Ry_ayu

9

1.114993

WKMA

Ro_ayu

43

1.110881

WKMA

Ro_ay

43

1.110835

afognak

Ry_ayu

17

1.254499

afognak

Ry_ay

17

1.237395

afognak

Ro_ayg

17

1.193552

afognak

Ro_ay

17

1.179545

afognak

Ro_ayu

17

1.149632

afognak

Ro_ayu

3

1.142254

afognak

Ro_ayu

45

1.115181

eastside

Ro_ayu

6

1.290347

eastside

Ro_ayu

8

1.289422

eastside

Ro_ayu

2

1.288829

eastside

Ro_ayu

19

1.285317

eastside

Ro_ay

8

1.281638

eastside

Ro_ay

2

1.279629

eastside

Ro_ayu

7

1.275965

eastside

Ro_ayu

17

1.273960

eastside

Ry_ayu

44

1.273413

eastside

Ry_ayu

20

1.272132

eastside

Ro_ayu

1

1.271585

eastside

Ry_ay

44

1.268379

eastside

Ro_ayu

3

1.262048

eastside

Ro_ayu

12

1.257107

eastside

Ro_ayu

10

1.254065

eastside

R_ayu

2

1.253137

eastside

Ro_ayu

16

1.251380

eastside

Ry_ayu

27

1.247058

eastside

Ro_ay

6

1.241942

eastside

Ro_ay

3

1.235136

eastside

Ro_ayu

18

1.226899

eastside

Rp_ayu

9

1.221701

eastside

R_ayu

3

1.221408

eastside

Ry_ayu

25

1.221260

eastside

Rb_ayu

9

1.220014

eastside

R_ayu

9

1.218582

eastside

Ro_ayu

21

1.205799

eastside

R_ayu

1

1.205303

eastside

Ro_ayu

38

1.197317

eastside

Rb_ayu

1

1.197312

eastside

R_ay

2

1.195993

eastside

Rp_ayu

1

1.194380

eastside

Ho_ayu

2

1.193000

eastside

Ro_ayg

1

1.191837

eastside

Ro_ayu

4

1.190239

eastside

Ro_ayu

11

1.187286

eastside

Ro_ayu

26

1.185449

eastside

Rb_ayu

8

1.184291

eastside

Rb_ayu

14

1.183640

eastside

Rp_ayu

8

1.183115

eastside

Rp_ayu

14

1.182459

eastside

Ro_ayg

7

1.180090

eastside

Ro_ayu

42

1.179405

eastside

Ry_ayu

39

1.174455

eastside

Ro_ayu

33

1.171864

eastside

R_ayu

14

1.170708

eastside

Ro_ayu

23

1.165510

eastside

Rb_ay

9

1.163015

eastside

Ro_ayu

24

1.162597

eastside

Rp_ay

9

1.162453

eastside

Ho_ayu

3

1.159813

eastside

Ro_ay

7

1.157284

eastside

Ro_ayu

32

1.153830

eastside

Ro_ayg

18

1.150935

eastside

R_ay

9

1.150515

eastside

R_ayu

8

1.149961

eastside

Ro_ayu

9

1.149425

eastside

beta2_pH

3

1.147475

eastside

Rb_ayu

3

1.142740

eastside

Rp_ayu

3

1.142323

eastside

Ro_ayg

11

1.139473

eastside

Ro_ayu

28

1.139112

eastside

Rp_ayu

6

1.138645

eastside

Rb_ay

8

1.138343

eastside

Ho_ayu

13

1.137719

eastside

Ry_ayu

35

1.136546

eastside

Rb_ayu

6

1.136141

eastside

Ry_ay

35

1.133517

eastside

Rp_ay

8

1.133012

eastside

Ro_ayu

46

1.132397

eastside

Ho_ayu

35

1.131481

eastside

Ro_ayu

31

1.127322

eastside

Ho_ayu

42

1.125228

eastside

Ho_ayu

20

1.122001

eastside

Ry_ayu

18

1.121244

eastside

Ro_ayu

34

1.120392

eastside

R_ayu

18

1.120371

eastside

Ro_ayu

15

1.119867

eastside

Ro_ay

1

1.118989

eastside

Ro_ayu

22

1.117850

eastside

Ry_ayu

37

1.116707

eastside

R_ayu

12

1.115614

eastside

R_ayu

7

1.114680

eastside

R_ay

3

1.111626

eastside

R_ay

8

1.111611

eastside

Ry_ayu

36

1.111238

eastside

Ro_ay

11

1.110788

eastside

Hy_ayu

31

1.110334

northeast

Ro_ayu

8

1.286563

northeast

Ro_ay

8

1.268963

northeast

Ro_ayu

4

1.258926

northeast

Ro_ayu

6

1.258709

northeast

Ro_ayu

9

1.251603

northeast

Ro_ayu

15

1.248258

northeast

Ry_ayu

17

1.229915

northeast

beta2_pH

3

1.228829

northeast

R_ayu

8

1.223768

northeast

Ro_ayu

11

1.223411

northeast

Ry_ay

17

1.219794

northeast

Ro_ayu

16

1.208152

northeast

Ro_ayg

13

1.184330

northeast

Ro_ay

13

1.180458

northeast

Ro_ayg

3

1.174582

northeast

Ro_ayg

7

1.169851

northeast

Ro_ay

7

1.155413

northeast

Ro_ayu

12

1.137184

northeast

Ro_ay

3

1.136034

northeast

Ro_ay

15

1.124504

northeast

R_ay

8

1.123262

northeast

Ro_ayu

3

1.116105

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.147 0.068 -0.274 -0.150 -0.005
mu_bc_H[2] -0.112 0.040 -0.184 -0.115 -0.026
mu_bc_H[3] -0.449 0.069 -0.576 -0.450 -0.307
mu_bc_H[4] -1.180 0.245 -1.722 -1.158 -0.739
mu_bc_H[5] 0.829 0.961 -0.284 0.629 3.430
mu_bc_H[6] -2.167 0.322 -2.808 -2.174 -1.531
mu_bc_H[7] -0.496 0.112 -0.720 -0.493 -0.281
mu_bc_H[8] 0.267 0.377 -0.342 0.227 1.159
mu_bc_H[9] -0.369 0.148 -0.667 -0.365 -0.080
mu_bc_H[10] -0.136 0.066 -0.264 -0.136 -0.004
mu_bc_H[11] -0.125 0.039 -0.202 -0.125 -0.046
mu_bc_H[12] -0.269 0.109 -0.514 -0.260 -0.076
mu_bc_H[13] -0.162 0.079 -0.311 -0.162 -0.001
mu_bc_H[14] -0.346 0.105 -0.564 -0.339 -0.151
mu_bc_H[15] -0.346 0.053 -0.443 -0.347 -0.239
mu_bc_H[16] -0.228 0.391 -0.915 -0.256 0.616
mu_bc_R[1] 0.190 31.430 -61.870 0.419 63.041
mu_bc_R[2] -0.181 31.479 -61.646 -0.377 60.287
mu_bc_R[3] 0.452 31.659 -61.443 1.017 60.537
mu_bc_R[4] -0.307 31.053 -59.311 0.246 60.599
mu_bc_R[5] 0.393 30.984 -60.404 -0.241 59.292
mu_bc_R[6] 1.230 31.184 -61.373 1.455 62.389
mu_bc_R[7] -1.221 31.457 -63.065 -1.639 61.291
mu_bc_R[8] 0.396 31.697 -59.624 -0.011 60.549
mu_bc_R[9] 0.263 31.691 -61.512 0.384 63.560
mu_bc_R[10] 0.055 30.992 -61.391 -0.047 61.329
mu_bc_R[11] 0.201 31.827 -61.434 -0.922 61.525
mu_bc_R[12] 0.544 31.632 -61.436 -0.526 62.007
mu_bc_R[13] 0.606 31.810 -59.744 0.914 62.479
mu_bc_R[14] -0.841 31.435 -63.196 -0.596 60.734
mu_bc_R[15] -0.366 31.696 -63.071 -0.297 62.131
mu_bc_R[16] -0.451 31.731 -62.220 -0.306 62.039
tau_pH[1] 6.378 0.550 5.347 6.373 7.495
tau_pH[2] 1.812 0.212 1.429 1.804 2.258
tau_pH[3] 2.074 0.228 1.647 2.065 2.545
beta0_pH[1,1] 0.203 0.270 -0.416 0.232 0.653
beta0_pH[2,1] 0.613 0.586 -0.941 0.787 1.341
beta0_pH[3,1] 0.847 0.576 -0.549 1.004 1.575
beta0_pH[4,1] 0.901 0.574 -0.506 1.020 1.697
beta0_pH[5,1] -1.308 0.577 -2.991 -1.167 -0.672
beta0_pH[6,1] -1.001 0.636 -2.683 -0.859 -0.194
beta0_pH[7,1] 0.747 0.087 0.576 0.748 0.916
beta0_pH[8,1] -0.653 0.321 -1.447 -0.605 -0.142
beta0_pH[9,1] -1.348 0.519 -2.608 -1.273 -0.551
beta0_pH[10,1] -0.169 0.333 -1.018 -0.111 0.313
beta0_pH[11,1] -0.128 0.186 -0.511 -0.117 0.217
beta0_pH[12,1] 0.400 0.176 0.044 0.404 0.732
beta0_pH[13,1] -0.191 0.149 -0.499 -0.188 0.092
beta0_pH[14,1] -0.388 0.165 -0.735 -0.380 -0.091
beta0_pH[15,1] -0.106 0.168 -0.462 -0.100 0.203
beta0_pH[16,1] -0.221 0.176 -0.578 -0.213 0.103
beta0_pH[1,2] 2.609 0.215 2.183 2.613 3.010
beta0_pH[2,2] 2.865 0.169 2.538 2.863 3.193
beta0_pH[3,2] 3.365 0.198 2.992 3.365 3.752
beta0_pH[4,2] 3.059 0.164 2.734 3.060 3.386
beta0_pH[5,2] 4.518 1.389 2.677 4.240 8.074
beta0_pH[6,2] 3.291 0.252 2.811 3.284 3.790
beta0_pH[7,2] 1.917 0.241 1.439 1.921 2.374
beta0_pH[8,2] 2.832 0.211 2.427 2.830 3.236
beta0_pH[9,2] 3.896 0.278 3.367 3.888 4.445
beta0_pH[10,2] 3.797 0.239 3.334 3.800 4.285
beta0_pH[11,2] 1.874 0.172 1.526 1.876 2.206
beta0_pH[12,2] 1.635 0.202 1.238 1.638 2.021
beta0_pH[13,2] 2.355 0.206 1.944 2.355 2.756
beta0_pH[14,2] 1.640 0.185 1.288 1.639 2.005
beta0_pH[15,2] 2.409 0.202 2.025 2.411 2.802
beta0_pH[16,2] 2.517 0.209 2.101 2.514 2.912
beta0_pH[1,3] 0.340 0.706 -1.445 0.477 1.271
beta0_pH[2,3] 2.080 0.184 1.705 2.081 2.430
beta0_pH[3,3] 2.624 0.171 2.282 2.625 2.964
beta0_pH[4,3] 3.002 0.189 2.623 3.004 3.363
beta0_pH[5,3] 3.328 1.816 0.925 2.940 8.132
beta0_pH[6,3] 1.231 0.389 0.541 1.210 2.042
beta0_pH[7,3] 0.553 0.200 0.168 0.552 0.948
beta0_pH[8,3] 0.265 0.201 -0.123 0.266 0.661
beta0_pH[9,3] -2.390 1.128 -4.600 -2.431 -0.397
beta0_pH[10,3] -0.863 1.010 -3.421 -0.709 0.644
beta0_pH[11,3] 1.082 0.416 0.294 1.078 2.040
beta0_pH[12,3] 0.821 0.421 -0.084 0.842 1.574
beta0_pH[13,3] 1.041 0.416 0.193 1.099 1.689
beta0_pH[14,3] 0.621 0.478 -0.508 0.677 1.368
beta0_pH[15,3] 0.873 0.376 0.049 0.934 1.419
beta0_pH[16,3] 0.995 0.364 0.201 1.057 1.553
beta1_pH[1,1] 4.074 1.016 2.758 3.862 6.898
beta1_pH[2,1] 2.779 0.758 1.780 2.557 4.651
beta1_pH[3,1] 2.917 1.190 1.570 2.536 6.084
beta1_pH[4,1] 3.128 0.952 1.853 2.939 5.324
beta1_pH[5,1] 2.723 0.639 1.986 2.576 4.588
beta1_pH[6,1] 3.412 1.233 1.791 3.113 6.512
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 3.148 0.755 1.916 3.053 4.753
beta1_pH[9,1] 3.011 0.621 2.071 2.907 4.466
beta1_pH[10,1] 2.779 0.498 2.071 2.692 4.146
beta1_pH[11,1] 3.366 0.240 2.937 3.355 3.879
beta1_pH[12,1] 3.005 0.212 2.599 3.004 3.421
beta1_pH[13,1] 2.896 0.205 2.508 2.891 3.309
beta1_pH[14,1] 3.491 0.225 3.082 3.479 3.954
beta1_pH[15,1] 2.707 0.222 2.301 2.699 3.169
beta1_pH[16,1] 3.035 0.224 2.639 3.023 3.516
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 2.975 1.627 1.140 2.446 7.170
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.609 0.727 2.215 3.602 5.058
beta1_pH[9,3] 4.692 1.370 2.471 4.628 7.665
beta1_pH[10,3] 6.387 2.644 3.008 5.707 13.103
beta1_pH[11,3] 1.562 0.478 0.518 1.574 2.464
beta1_pH[12,3] 2.471 0.480 1.585 2.450 3.464
beta1_pH[13,3] 0.517 0.455 0.000 0.463 1.501
beta1_pH[14,3] 1.608 0.547 0.635 1.579 2.771
beta1_pH[15,3] 0.428 0.410 0.000 0.326 1.323
beta1_pH[16,3] 0.425 0.397 0.000 0.335 1.303
beta2_pH[1,1] 0.340 0.117 0.164 0.324 0.620
beta2_pH[2,1] 0.456 0.289 0.145 0.382 1.217
beta2_pH[3,1] 0.368 0.324 0.080 0.277 1.246
beta2_pH[4,1] 0.325 0.198 0.109 0.271 0.841
beta2_pH[5,1] 1.571 1.091 0.284 1.403 4.294
beta2_pH[6,1] 0.219 0.166 0.079 0.191 0.511
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.266 0.176 0.125 0.238 0.561
beta2_pH[9,1] 0.351 0.148 0.158 0.323 0.710
beta2_pH[10,1] 0.527 0.237 0.204 0.483 1.120
beta2_pH[11,1] 0.771 0.175 0.480 0.754 1.169
beta2_pH[12,1] 1.124 0.327 0.701 1.067 1.907
beta2_pH[13,1] 0.799 0.188 0.493 0.781 1.228
beta2_pH[14,1] 0.822 0.174 0.547 0.802 1.231
beta2_pH[15,1] 0.736 0.203 0.411 0.714 1.198
beta2_pH[16,1] 0.797 0.193 0.482 0.780 1.224
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.089 5.696 0.124 0.839 19.723
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 5.019 3.153 1.006 4.397 13.126
beta2_pH[9,3] 1.101 2.108 0.191 0.436 7.614
beta2_pH[10,3] 0.673 1.672 0.117 0.330 4.452
beta2_pH[11,3] -7.566 5.647 -22.668 -5.866 -1.057
beta2_pH[12,3] -7.523 5.585 -21.760 -5.718 -1.356
beta2_pH[13,3] -7.767 5.622 -22.281 -6.289 -1.009
beta2_pH[14,3] -7.737 5.537 -22.344 -6.200 -1.337
beta2_pH[15,3] -7.661 5.627 -22.310 -6.178 -0.706
beta2_pH[16,3] -7.727 5.673 -22.484 -6.234 -0.791
beta3_pH[1,1] 36.473 1.586 34.164 36.200 40.714
beta3_pH[2,1] 30.829 1.716 26.093 31.197 33.334
beta3_pH[3,1] 32.902 2.623 27.700 32.789 39.366
beta3_pH[4,1] 32.001 1.845 28.311 32.033 35.837
beta3_pH[5,1] 26.957 0.819 24.520 27.112 28.032
beta3_pH[6,1] 34.623 3.471 27.634 34.545 41.159
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 38.065 2.486 32.757 38.277 42.373
beta3_pH[9,1] 28.638 1.676 25.521 28.575 32.165
beta3_pH[10,1] 31.687 0.929 29.706 31.716 33.366
beta3_pH[11,1] 30.347 0.441 29.500 30.338 31.208
beta3_pH[12,1] 30.387 0.359 29.677 30.394 31.085
beta3_pH[13,1] 32.442 0.518 31.472 32.439 33.503
beta3_pH[14,1] 31.962 0.430 31.140 31.957 32.808
beta3_pH[15,1] 31.177 0.569 30.081 31.175 32.346
beta3_pH[16,1] 30.753 0.480 29.789 30.752 31.693
beta3_pH[1,2] 33.587 4.882 25.509 33.617 41.556
beta3_pH[2,2] 33.524 4.873 25.446 33.591 41.476
beta3_pH[3,2] 30.001 6.903 18.522 30.073 41.398
beta3_pH[4,2] 29.955 6.890 18.601 30.043 41.452
beta3_pH[5,2] 29.879 6.890 18.684 29.677 41.386
beta3_pH[6,2] 29.937 6.808 18.698 29.826 41.454
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 36.962 2.743 32.118 36.503 41.426
beta3_pH[2,3] 33.641 4.938 25.410 33.790 41.590
beta3_pH[3,3] 29.981 6.952 18.564 30.118 41.344
beta3_pH[4,3] 30.044 6.839 18.696 30.068 41.347
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.554 0.357 41.045 41.579 41.960
beta3_pH[9,3] 30.750 1.787 28.150 30.438 33.996
beta3_pH[10,3] 36.294 2.141 32.715 36.002 41.173
beta3_pH[11,3] 40.237 1.100 38.407 40.229 42.162
beta3_pH[12,3] 40.914 0.611 39.574 41.001 41.889
beta3_pH[13,3] 40.137 3.191 30.658 41.303 42.913
beta3_pH[14,3] 40.518 0.879 38.813 40.546 41.979
beta3_pH[15,3] 39.391 3.251 30.471 40.529 42.855
beta3_pH[16,3] 39.041 3.568 29.839 40.283 42.845
beta4_pH[1,1,1] 0.702 0.291 0.307 0.650 1.286
beta4_pH[2,1,1] 0.851 0.214 0.546 0.821 1.258
beta4_pH[3,1,1] 0.904 0.283 0.512 0.858 1.473
beta4_pH[4,1,1] 0.808 0.268 0.431 0.766 1.340
beta4_pH[5,1,1] 0.687 0.530 0.086 0.548 1.993
beta4_pH[6,1,1] 1.946 1.736 0.235 1.367 6.697
beta4_pH[7,1,1] 1.114 0.624 0.352 0.951 2.446
beta4_pH[8,1,1] 0.748 0.417 0.228 0.654 1.705
beta4_pH[9,1,1] 0.945 0.551 0.276 0.797 2.189
beta4_pH[10,1,1] 0.727 0.281 0.345 0.680 1.293
beta4_pH[11,1,1] 0.705 0.250 0.353 0.656 1.195
beta4_pH[12,1,1] 0.924 0.373 0.438 0.843 1.723
beta4_pH[13,1,1] 0.753 0.271 0.377 0.706 1.292
beta4_pH[14,1,1] 1.017 0.337 0.561 0.956 1.699
beta4_pH[15,1,1] 0.915 0.267 0.537 0.881 1.436
beta4_pH[16,1,1] 0.899 0.362 0.419 0.828 1.660
beta4_pH[1,2,1] 0.694 0.286 0.305 0.640 1.279
beta4_pH[2,2,1] 0.847 0.211 0.543 0.820 1.265
beta4_pH[3,2,1] 0.920 0.287 0.516 0.876 1.474
beta4_pH[4,2,1] 0.807 0.266 0.431 0.763 1.342
beta4_pH[5,2,1] 0.665 0.516 0.087 0.532 1.929
beta4_pH[6,2,1] 1.933 1.778 0.226 1.314 6.726
beta4_pH[7,2,1] 1.076 0.607 0.348 0.922 2.466
beta4_pH[8,2,1] 0.770 0.425 0.229 0.679 1.719
beta4_pH[9,2,1] 0.920 0.541 0.270 0.779 2.197
beta4_pH[10,2,1] 0.729 0.275 0.347 0.685 1.301
beta4_pH[11,2,1] 0.694 0.247 0.354 0.650 1.195
beta4_pH[12,2,1] 0.946 0.379 0.441 0.869 1.746
beta4_pH[13,2,1] 0.745 0.268 0.378 0.700 1.297
beta4_pH[14,2,1] 1.033 0.341 0.561 0.972 1.703
beta4_pH[15,2,1] 0.909 0.266 0.539 0.861 1.434
beta4_pH[16,2,1] 0.899 0.366 0.421 0.822 1.659
beta4_pH[1,3,1] 0.705 0.287 0.305 0.658 1.279
beta4_pH[2,3,1] 0.856 0.220 0.546 0.823 1.263
beta4_pH[3,3,1] 0.912 0.283 0.516 0.866 1.476
beta4_pH[4,3,1] 0.806 0.269 0.429 0.768 1.342
beta4_pH[5,3,1] 0.677 0.530 0.086 0.543 2.002
beta4_pH[6,3,1] 1.891 1.685 0.227 1.316 6.363
beta4_pH[7,3,1] 1.110 0.616 0.347 0.970 2.504
beta4_pH[8,3,1] 0.758 0.431 0.226 0.645 1.728
beta4_pH[9,3,1] 0.924 0.538 0.274 0.785 2.158
beta4_pH[10,3,1] 0.729 0.277 0.347 0.679 1.293
beta4_pH[11,3,1] 0.688 0.250 0.353 0.637 1.194
beta4_pH[12,3,1] 0.927 0.382 0.437 0.840 1.719
beta4_pH[13,3,1] 0.753 0.272 0.376 0.710 1.295
beta4_pH[14,3,1] 1.032 0.334 0.564 0.981 1.693
beta4_pH[15,3,1] 0.918 0.272 0.534 0.878 1.436
beta4_pH[16,3,1] 0.897 0.360 0.419 0.828 1.647
beta4_pH[1,4,1] 0.693 0.290 0.306 0.638 1.297
beta4_pH[2,4,1] 0.850 0.218 0.543 0.819 1.257
beta4_pH[3,4,1] 0.914 0.280 0.513 0.881 1.469
beta4_pH[4,4,1] 0.804 0.271 0.431 0.763 1.343
beta4_pH[5,4,1] 0.682 0.532 0.084 0.552 1.976
beta4_pH[6,4,1] 1.971 1.767 0.232 1.345 6.669
beta4_pH[7,4,1] 1.105 0.614 0.349 0.946 2.487
beta4_pH[8,4,1] 0.759 0.430 0.226 0.655 1.733
beta4_pH[9,4,1] 0.926 0.541 0.277 0.780 2.177
beta4_pH[10,4,1] 0.727 0.277 0.345 0.681 1.294
beta4_pH[11,4,1] 0.687 0.244 0.351 0.645 1.185
beta4_pH[12,4,1] 0.943 0.382 0.439 0.860 1.734
beta4_pH[13,4,1] 0.751 0.271 0.380 0.710 1.295
beta4_pH[14,4,1] 1.021 0.332 0.560 0.967 1.691
beta4_pH[15,4,1] 0.922 0.271 0.538 0.882 1.448
beta4_pH[16,4,1] 0.893 0.360 0.421 0.820 1.656
beta4_pH[1,5,1] 0.691 0.285 0.305 0.640 1.290
beta4_pH[2,5,1] 0.850 0.212 0.544 0.828 1.261
beta4_pH[3,5,1] 0.902 0.286 0.512 0.854 1.465
beta4_pH[4,5,1] 0.808 0.268 0.429 0.768 1.338
beta4_pH[5,5,1] 0.664 0.519 0.085 0.526 1.984
beta4_pH[6,5,1] 1.931 1.739 0.232 1.304 6.688
beta4_pH[7,5,1] 1.092 0.616 0.351 0.931 2.494
beta4_pH[8,5,1] 0.769 0.429 0.227 0.670 1.735
beta4_pH[9,5,1] 0.918 0.539 0.276 0.774 2.187
beta4_pH[10,5,1] 0.735 0.279 0.345 0.696 1.297
beta4_pH[11,5,1] 0.689 0.247 0.350 0.650 1.190
beta4_pH[12,5,1] 0.927 0.373 0.439 0.842 1.724
beta4_pH[13,5,1] 0.739 0.266 0.381 0.692 1.285
beta4_pH[14,5,1] 1.030 0.339 0.558 0.973 1.710
beta4_pH[15,5,1] 0.908 0.270 0.533 0.870 1.441
beta4_pH[16,5,1] 0.900 0.365 0.423 0.824 1.664
beta4_pH[1,6,1] 0.693 0.289 0.306 0.639 1.290
beta4_pH[2,6,1] 0.852 0.213 0.542 0.826 1.258
beta4_pH[3,6,1] 0.904 0.284 0.513 0.852 1.475
beta4_pH[4,6,1] 0.810 0.272 0.432 0.766 1.349
beta4_pH[5,6,1] 0.686 0.535 0.087 0.536 1.963
beta4_pH[6,6,1] 1.951 1.735 0.226 1.373 6.580
beta4_pH[7,6,1] 1.089 0.611 0.347 0.927 2.481
beta4_pH[8,6,1] 0.768 0.432 0.227 0.658 1.752
beta4_pH[9,6,1] 0.931 0.548 0.273 0.785 2.188
beta4_pH[10,6,1] 0.725 0.279 0.345 0.680 1.280
beta4_pH[11,6,1] 0.691 0.246 0.352 0.645 1.187
beta4_pH[12,6,1] 0.935 0.384 0.435 0.848 1.732
beta4_pH[13,6,1] 0.747 0.272 0.378 0.696 1.297
beta4_pH[14,6,1] 1.027 0.339 0.564 0.969 1.717
beta4_pH[15,6,1] 0.921 0.269 0.540 0.885 1.447
beta4_pH[16,6,1] 0.903 0.362 0.418 0.829 1.662
beta4_pH[1,7,1] 0.682 0.281 0.306 0.626 1.275
beta4_pH[2,7,1] 0.852 0.211 0.546 0.826 1.256
beta4_pH[3,7,1] 0.908 0.282 0.516 0.861 1.472
beta4_pH[4,7,1] 0.813 0.272 0.430 0.777 1.341
beta4_pH[5,7,1] 0.671 0.529 0.086 0.550 1.983
beta4_pH[6,7,1] 1.965 1.743 0.227 1.386 6.637
beta4_pH[7,7,1] 1.110 0.617 0.348 0.967 2.491
beta4_pH[8,7,1] 0.763 0.435 0.224 0.664 1.733
beta4_pH[9,7,1] 0.943 0.552 0.276 0.798 2.205
beta4_pH[10,7,1] 0.726 0.280 0.345 0.686 1.293
beta4_pH[11,7,1] 0.694 0.247 0.352 0.652 1.196
beta4_pH[12,7,1] 0.938 0.377 0.440 0.859 1.724
beta4_pH[13,7,1] 0.749 0.267 0.379 0.704 1.300
beta4_pH[14,7,1] 1.032 0.337 0.562 0.980 1.716
beta4_pH[15,7,1] 0.927 0.272 0.536 0.885 1.444
beta4_pH[16,7,1] 0.880 0.352 0.417 0.804 1.645
beta4_pH[1,8,1] 0.702 0.284 0.308 0.659 1.273
beta4_pH[2,8,1] 0.852 0.212 0.543 0.824 1.258
beta4_pH[3,8,1] 0.919 0.285 0.513 0.878 1.477
beta4_pH[4,8,1] 0.801 0.269 0.428 0.768 1.340
beta4_pH[5,8,1] 0.705 0.538 0.088 0.564 1.988
beta4_pH[6,8,1] 1.948 1.758 0.233 1.331 6.714
beta4_pH[7,8,1] 1.097 0.622 0.347 0.935 2.502
beta4_pH[8,8,1] 0.756 0.424 0.223 0.667 1.714
beta4_pH[9,8,1] 0.933 0.544 0.278 0.786 2.195
beta4_pH[10,8,1] 0.734 0.273 0.345 0.690 1.290
beta4_pH[11,8,1] 0.695 0.247 0.349 0.657 1.191
beta4_pH[12,8,1] 0.938 0.379 0.440 0.858 1.718
beta4_pH[13,8,1] 0.742 0.272 0.377 0.687 1.295
beta4_pH[14,8,1] 1.021 0.330 0.564 0.958 1.685
beta4_pH[15,8,1] 0.917 0.267 0.538 0.879 1.441
beta4_pH[16,8,1] 0.898 0.361 0.423 0.827 1.657
beta4_pH[1,9,1] 0.688 0.286 0.308 0.627 1.280
beta4_pH[2,9,1] 0.857 0.216 0.542 0.829 1.262
beta4_pH[3,9,1] 0.905 0.282 0.513 0.857 1.477
beta4_pH[4,9,1] 0.807 0.269 0.427 0.773 1.344
beta4_pH[5,9,1] 0.684 0.531 0.087 0.548 1.972
beta4_pH[6,9,1] 1.984 1.776 0.232 1.366 6.794
beta4_pH[7,9,1] 1.105 0.612 0.349 0.951 2.484
beta4_pH[8,9,1] 0.768 0.433 0.229 0.673 1.729
beta4_pH[9,9,1] 0.916 0.538 0.275 0.772 2.185
beta4_pH[10,9,1] 0.721 0.273 0.348 0.679 1.291
beta4_pH[11,9,1] 0.690 0.251 0.351 0.646 1.195
beta4_pH[12,9,1] 0.929 0.377 0.436 0.848 1.724
beta4_pH[13,9,1] 0.744 0.269 0.380 0.688 1.289
beta4_pH[14,9,1] 1.028 0.338 0.564 0.971 1.704
beta4_pH[15,9,1] 0.917 0.270 0.540 0.875 1.443
beta4_pH[16,9,1] 0.896 0.357 0.422 0.823 1.640
beta4_pH[1,10,1] 0.690 0.290 0.305 0.633 1.283
beta4_pH[2,10,1] 0.852 0.217 0.545 0.822 1.260
beta4_pH[3,10,1] 0.912 0.285 0.511 0.866 1.467
beta4_pH[4,10,1] 0.811 0.272 0.429 0.771 1.342
beta4_pH[5,10,1] 0.661 0.518 0.086 0.528 1.951
beta4_pH[6,10,1] 1.965 1.801 0.225 1.317 6.812
beta4_pH[7,10,1] 1.106 0.621 0.345 0.946 2.493
beta4_pH[8,10,1] 0.772 0.432 0.228 0.679 1.729
beta4_pH[9,10,1] 0.955 0.549 0.277 0.813 2.204
beta4_pH[10,10,1] 0.725 0.271 0.346 0.683 1.290
beta4_pH[11,10,1] 0.688 0.245 0.353 0.648 1.188
beta4_pH[12,10,1] 0.941 0.387 0.438 0.849 1.739
beta4_pH[13,10,1] 0.746 0.270 0.379 0.694 1.295
beta4_pH[14,10,1] 1.037 0.336 0.564 0.981 1.708
beta4_pH[15,10,1] 0.913 0.269 0.539 0.871 1.439
beta4_pH[16,10,1] 0.896 0.359 0.420 0.822 1.654
beta4_pH[1,11,1] 0.698 0.289 0.306 0.646 1.287
beta4_pH[2,11,1] 0.849 0.212 0.545 0.819 1.259
beta4_pH[3,11,1] 0.913 0.287 0.514 0.876 1.472
beta4_pH[4,11,1] 0.808 0.268 0.432 0.766 1.333
beta4_pH[5,11,1] 0.661 0.514 0.085 0.533 1.886
beta4_pH[6,11,1] 1.922 1.763 0.225 1.303 6.750
beta4_pH[7,11,1] 1.077 0.598 0.345 0.927 2.425
beta4_pH[8,11,1] 0.753 0.423 0.227 0.655 1.712
beta4_pH[9,11,1] 0.915 0.543 0.274 0.767 2.192
beta4_pH[10,11,1] 0.722 0.274 0.346 0.675 1.286
beta4_pH[11,11,1] 0.693 0.248 0.351 0.652 1.192
beta4_pH[12,11,1] 0.925 0.379 0.437 0.831 1.742
beta4_pH[13,11,1] 0.741 0.268 0.379 0.688 1.286
beta4_pH[14,11,1] 1.030 0.335 0.562 0.978 1.698
beta4_pH[15,11,1] 0.920 0.269 0.539 0.885 1.441
beta4_pH[16,11,1] 0.892 0.358 0.421 0.814 1.656
beta4_pH[1,12,1] 0.690 0.289 0.305 0.635 1.285
beta4_pH[2,12,1] 0.848 0.211 0.543 0.821 1.251
beta4_pH[3,12,1] 0.915 0.285 0.515 0.869 1.475
beta4_pH[4,12,1] 0.813 0.274 0.432 0.768 1.348
beta4_pH[5,12,1] 0.661 0.525 0.086 0.514 1.967
beta4_pH[6,12,1] 1.920 1.734 0.226 1.338 6.649
beta4_pH[7,12,1] 1.085 0.609 0.347 0.916 2.507
beta4_pH[8,12,1] 0.768 0.437 0.224 0.670 1.719
beta4_pH[9,12,1] 0.921 0.539 0.277 0.776 2.174
beta4_pH[10,12,1] 0.721 0.278 0.344 0.671 1.293
beta4_pH[11,12,1] 0.696 0.250 0.351 0.648 1.196
beta4_pH[12,12,1] 0.934 0.380 0.438 0.851 1.737
beta4_pH[13,12,1] 0.749 0.270 0.380 0.700 1.294
beta4_pH[14,12,1] 1.022 0.336 0.561 0.963 1.708
beta4_pH[15,12,1] 0.912 0.274 0.534 0.868 1.446
beta4_pH[16,12,1] 0.894 0.360 0.418 0.824 1.639
beta4_pH[1,13,1] 0.694 0.290 0.305 0.641 1.286
beta4_pH[2,13,1] 0.855 0.213 0.541 0.830 1.261
beta4_pH[3,13,1] 0.909 0.284 0.511 0.866 1.474
beta4_pH[4,13,1] 0.805 0.269 0.433 0.765 1.338
beta4_pH[5,13,1] 0.664 0.523 0.085 0.528 1.965
beta4_pH[6,13,1] 1.912 1.719 0.230 1.337 6.595
beta4_pH[7,13,1] 1.088 0.613 0.347 0.939 2.497
beta4_pH[8,13,1] 0.768 0.435 0.225 0.672 1.742
beta4_pH[9,13,1] 0.908 0.541 0.273 0.752 2.163
beta4_pH[10,13,1] 0.723 0.280 0.347 0.672 1.292
beta4_pH[11,13,1] 0.695 0.247 0.351 0.655 1.194
beta4_pH[12,13,1] 0.941 0.385 0.438 0.852 1.731
beta4_pH[13,13,1] 0.746 0.269 0.379 0.695 1.283
beta4_pH[14,13,1] 1.026 0.337 0.559 0.964 1.695
beta4_pH[15,13,1] 0.914 0.272 0.535 0.870 1.453
beta4_pH[16,13,1] 0.904 0.363 0.416 0.838 1.662
beta4_pH[1,14,1] 0.696 0.288 0.308 0.642 1.285
beta4_pH[2,14,1] 0.852 0.212 0.545 0.820 1.260
beta4_pH[3,14,1] 0.911 0.282 0.513 0.865 1.476
beta4_pH[4,14,1] 0.810 0.269 0.431 0.772 1.339
beta4_pH[5,14,1] 0.660 0.518 0.084 0.520 1.998
beta4_pH[6,14,1] 1.890 1.679 0.231 1.328 6.505
beta4_pH[7,14,1] 1.113 0.615 0.349 0.963 2.516
beta4_pH[8,14,1] 0.761 0.429 0.228 0.654 1.722
beta4_pH[9,14,1] 0.925 0.542 0.275 0.774 2.176
beta4_pH[10,14,1] 0.720 0.279 0.348 0.673 1.291
beta4_pH[11,14,1] 0.695 0.249 0.352 0.645 1.200
beta4_pH[12,14,1] 0.923 0.378 0.438 0.848 1.728
beta4_pH[13,14,1] 0.751 0.267 0.381 0.704 1.290
beta4_pH[14,14,1] 1.030 0.334 0.562 0.978 1.693
beta4_pH[15,14,1] 0.924 0.270 0.537 0.878 1.450
beta4_pH[16,14,1] 0.898 0.363 0.418 0.817 1.644
beta4_pH[1,15,1] 0.696 0.286 0.307 0.643 1.291
beta4_pH[2,15,1] 0.857 0.215 0.544 0.834 1.262
beta4_pH[3,15,1] 0.916 0.283 0.516 0.876 1.477
beta4_pH[4,15,1] 0.809 0.271 0.431 0.763 1.345
beta4_pH[5,15,1] 0.674 0.525 0.086 0.535 1.961
beta4_pH[6,15,1] 1.981 1.773 0.230 1.374 6.644
beta4_pH[7,15,1] 1.108 0.625 0.351 0.947 2.509
beta4_pH[8,15,1] 0.768 0.435 0.226 0.661 1.728
beta4_pH[9,15,1] 0.933 0.543 0.273 0.804 2.199
beta4_pH[10,15,1] 0.719 0.278 0.343 0.664 1.294
beta4_pH[11,15,1] 0.693 0.249 0.351 0.653 1.195
beta4_pH[12,15,1] 0.924 0.372 0.441 0.839 1.721
beta4_pH[13,15,1] 0.745 0.265 0.381 0.706 1.292
beta4_pH[14,15,1] 1.029 0.334 0.562 0.983 1.688
beta4_pH[15,15,1] 0.928 0.269 0.537 0.894 1.449
beta4_pH[16,15,1] 0.898 0.356 0.420 0.822 1.652
beta4_pH[1,16,1] 0.699 0.288 0.305 0.651 1.280
beta4_pH[2,16,1] 0.853 0.215 0.545 0.828 1.259
beta4_pH[3,16,1] 0.913 0.286 0.513 0.864 1.468
beta4_pH[4,16,1] 0.812 0.271 0.429 0.773 1.345
beta4_pH[5,16,1] 0.675 0.526 0.087 0.530 1.965
beta4_pH[6,16,1] 1.939 1.719 0.237 1.351 6.591
beta4_pH[7,16,1] 1.100 0.616 0.345 0.942 2.476
beta4_pH[8,16,1] 0.762 0.433 0.224 0.667 1.726
beta4_pH[9,16,1] 0.947 0.556 0.275 0.789 2.214
beta4_pH[10,16,1] 0.721 0.275 0.348 0.682 1.281
beta4_pH[11,16,1] 0.683 0.247 0.352 0.641 1.186
beta4_pH[12,16,1] 0.928 0.377 0.436 0.840 1.730
beta4_pH[13,16,1] 0.750 0.270 0.380 0.694 1.299
beta4_pH[14,16,1] 1.021 0.335 0.563 0.966 1.701
beta4_pH[15,16,1] 0.909 0.267 0.535 0.865 1.443
beta4_pH[16,16,1] 0.895 0.358 0.420 0.821 1.658
beta4_pH[1,17,1] 0.691 0.287 0.306 0.637 1.274
beta4_pH[2,17,1] 0.852 0.213 0.546 0.825 1.260
beta4_pH[3,17,1] 0.908 0.284 0.513 0.864 1.467
beta4_pH[4,17,1] 0.808 0.268 0.432 0.768 1.336
beta4_pH[5,17,1] 0.671 0.522 0.086 0.541 1.982
beta4_pH[6,17,1] 1.983 1.750 0.229 1.406 6.598
beta4_pH[7,17,1] 1.102 0.614 0.347 0.941 2.497
beta4_pH[8,17,1] 0.768 0.430 0.226 0.672 1.728
beta4_pH[9,17,1] 0.924 0.544 0.274 0.776 2.184
beta4_pH[10,17,1] 0.720 0.271 0.345 0.678 1.276
beta4_pH[11,17,1] 0.695 0.251 0.352 0.650 1.196
beta4_pH[12,17,1] 0.931 0.375 0.438 0.844 1.728
beta4_pH[13,17,1] 0.755 0.269 0.381 0.712 1.294
beta4_pH[14,17,1] 1.031 0.333 0.562 0.978 1.699
beta4_pH[15,17,1] 0.919 0.269 0.536 0.880 1.439
beta4_pH[16,17,1] 0.887 0.358 0.420 0.809 1.654
beta4_pH[1,18,1] 0.702 0.292 0.310 0.656 1.294
beta4_pH[2,18,1] 0.855 0.216 0.544 0.833 1.262
beta4_pH[3,18,1] 0.912 0.286 0.512 0.865 1.472
beta4_pH[4,18,1] 0.809 0.272 0.427 0.762 1.342
beta4_pH[5,18,1] 0.668 0.523 0.086 0.533 1.971
beta4_pH[6,18,1] 1.929 1.758 0.231 1.329 6.659
beta4_pH[7,18,1] 1.091 0.606 0.350 0.932 2.469
beta4_pH[8,18,1] 0.747 0.431 0.228 0.635 1.718
beta4_pH[9,18,1] 0.928 0.547 0.276 0.780 2.178
beta4_pH[10,18,1] 0.716 0.276 0.342 0.669 1.270
beta4_pH[11,18,1] 0.687 0.247 0.352 0.645 1.191
beta4_pH[12,18,1] 0.926 0.377 0.437 0.839 1.711
beta4_pH[13,18,1] 0.741 0.262 0.379 0.694 1.292
beta4_pH[14,18,1] 1.022 0.330 0.562 0.966 1.694
beta4_pH[15,18,1] 0.922 0.272 0.535 0.884 1.448
beta4_pH[16,18,1] 0.904 0.363 0.416 0.836 1.667
beta4_pH[1,19,1] 0.700 0.288 0.306 0.652 1.282
beta4_pH[2,19,1] 0.855 0.214 0.544 0.825 1.261
beta4_pH[3,19,1] 0.910 0.285 0.512 0.858 1.476
beta4_pH[4,19,1] 0.803 0.270 0.429 0.766 1.341
beta4_pH[5,19,1] 0.671 0.523 0.087 0.534 2.001
beta4_pH[6,19,1] 1.965 1.762 0.221 1.347 6.588
beta4_pH[7,19,1] 1.106 0.614 0.348 0.955 2.497
beta4_pH[8,19,1] 0.752 0.424 0.228 0.663 1.700
beta4_pH[9,19,1] 0.936 0.538 0.277 0.797 2.199
beta4_pH[10,19,1] 0.719 0.279 0.343 0.665 1.291
beta4_pH[11,19,1] 0.691 0.249 0.352 0.644 1.194
beta4_pH[12,19,1] 0.932 0.379 0.436 0.848 1.738
beta4_pH[13,19,1] 0.745 0.268 0.383 0.693 1.296
beta4_pH[14,19,1] 1.031 0.337 0.560 0.976 1.710
beta4_pH[15,19,1] 0.925 0.269 0.537 0.899 1.443
beta4_pH[16,19,1] 0.897 0.366 0.418 0.819 1.662
beta4_pH[1,20,1] 0.692 0.285 0.308 0.641 1.283
beta4_pH[2,20,1] 0.848 0.212 0.544 0.822 1.256
beta4_pH[3,20,1] 0.912 0.289 0.512 0.867 1.473
beta4_pH[4,20,1] 0.810 0.273 0.429 0.759 1.356
beta4_pH[5,20,1] 0.663 0.528 0.087 0.524 1.984
beta4_pH[6,20,1] 1.941 1.758 0.231 1.320 6.659
beta4_pH[7,20,1] 1.101 0.612 0.352 0.959 2.490
beta4_pH[8,20,1] 0.775 0.432 0.229 0.680 1.724
beta4_pH[9,20,1] 0.941 0.558 0.274 0.793 2.216
beta4_pH[10,20,1] 0.727 0.275 0.345 0.685 1.293
beta4_pH[11,20,1] 0.695 0.253 0.352 0.645 1.198
beta4_pH[12,20,1] 0.922 0.375 0.437 0.834 1.717
beta4_pH[13,20,1] 0.742 0.268 0.380 0.702 1.293
beta4_pH[14,20,1] 1.029 0.337 0.559 0.973 1.698
beta4_pH[15,20,1] 0.923 0.268 0.538 0.887 1.441
beta4_pH[16,20,1] 0.898 0.359 0.418 0.829 1.652
beta4_pH[1,21,1] 0.684 0.291 0.303 0.631 1.292
beta4_pH[2,21,1] 0.848 0.214 0.541 0.818 1.258
beta4_pH[3,21,1] 0.915 0.286 0.513 0.871 1.479
beta4_pH[4,21,1] 0.806 0.268 0.433 0.760 1.340
beta4_pH[5,21,1] 0.672 0.522 0.086 0.535 1.939
beta4_pH[6,21,1] 1.948 1.759 0.229 1.312 6.530
beta4_pH[7,21,1] 1.106 0.620 0.345 0.960 2.502
beta4_pH[8,21,1] 0.772 0.435 0.230 0.682 1.730
beta4_pH[9,21,1] 0.920 0.538 0.279 0.772 2.171
beta4_pH[10,21,1] 0.724 0.275 0.345 0.682 1.291
beta4_pH[11,21,1] 0.692 0.247 0.354 0.652 1.192
beta4_pH[12,21,1] 0.931 0.376 0.434 0.856 1.736
beta4_pH[13,21,1] 0.755 0.271 0.379 0.717 1.292
beta4_pH[14,21,1] 1.029 0.340 0.562 0.965 1.701
beta4_pH[15,21,1] 0.921 0.270 0.536 0.884 1.444
beta4_pH[16,21,1] 0.902 0.359 0.419 0.836 1.649
beta4_pH[1,22,1] 0.685 0.286 0.303 0.631 1.278
beta4_pH[2,22,1] 0.856 0.213 0.545 0.833 1.260
beta4_pH[3,22,1] 0.914 0.284 0.514 0.869 1.472
beta4_pH[4,22,1] 0.799 0.264 0.430 0.754 1.343
beta4_pH[5,22,1] 0.674 0.533 0.086 0.539 1.989
beta4_pH[6,22,1] 1.973 1.783 0.229 1.367 6.727
beta4_pH[7,22,1] 1.097 0.622 0.345 0.938 2.489
beta4_pH[8,22,1] 0.770 0.440 0.226 0.660 1.734
beta4_pH[9,22,1] 0.930 0.537 0.277 0.780 2.187
beta4_pH[10,22,1] 0.729 0.280 0.347 0.683 1.299
beta4_pH[11,22,1] 0.696 0.251 0.352 0.653 1.200
beta4_pH[12,22,1] 0.923 0.374 0.439 0.834 1.720
beta4_pH[13,22,1] 0.756 0.271 0.384 0.714 1.302
beta4_pH[14,22,1] 1.022 0.334 0.556 0.965 1.695
beta4_pH[15,22,1] 0.916 0.271 0.537 0.881 1.448
beta4_pH[16,22,1] 0.899 0.366 0.419 0.820 1.667
beta4_pH[1,23,1] 0.691 0.285 0.307 0.641 1.276
beta4_pH[2,23,1] 0.852 0.214 0.547 0.823 1.256
beta4_pH[3,23,1] 0.918 0.287 0.513 0.874 1.472
beta4_pH[4,23,1] 0.808 0.269 0.432 0.758 1.345
beta4_pH[5,23,1] 0.678 0.524 0.087 0.539 1.972
beta4_pH[6,23,1] 1.975 1.783 0.228 1.362 6.774
beta4_pH[7,23,1] 1.092 0.613 0.347 0.943 2.504
beta4_pH[8,23,1] 0.764 0.430 0.227 0.670 1.729
beta4_pH[9,23,1] 0.919 0.535 0.274 0.772 2.160
beta4_pH[10,23,1] 0.724 0.277 0.347 0.679 1.291
beta4_pH[11,23,1] 0.689 0.244 0.351 0.651 1.188
beta4_pH[12,23,1] 0.927 0.378 0.440 0.836 1.729
beta4_pH[13,23,1] 0.749 0.266 0.381 0.710 1.284
beta4_pH[14,23,1] 1.020 0.335 0.563 0.962 1.695
beta4_pH[15,23,1] 0.922 0.269 0.538 0.886 1.445
beta4_pH[16,23,1] 0.894 0.363 0.424 0.808 1.657
beta4_pH[1,24,1] 0.696 0.288 0.307 0.645 1.293
beta4_pH[2,24,1] 0.859 0.214 0.544 0.834 1.263
beta4_pH[3,24,1] 0.921 0.287 0.512 0.880 1.474
beta4_pH[4,24,1] 0.810 0.277 0.432 0.764 1.345
beta4_pH[5,24,1] 0.675 0.540 0.088 0.515 2.005
beta4_pH[6,24,1] 1.963 1.775 0.228 1.344 6.692
beta4_pH[7,24,1] 1.106 0.626 0.349 0.945 2.505
beta4_pH[8,24,1] 0.767 0.430 0.232 0.670 1.718
beta4_pH[9,24,1] 0.934 0.548 0.274 0.790 2.195
beta4_pH[10,24,1] 0.726 0.277 0.345 0.682 1.290
beta4_pH[11,24,1] 0.684 0.248 0.351 0.638 1.191
beta4_pH[12,24,1] 0.932 0.385 0.437 0.843 1.740
beta4_pH[13,24,1] 0.753 0.270 0.383 0.709 1.293
beta4_pH[14,24,1] 1.034 0.335 0.562 0.980 1.710
beta4_pH[15,24,1] 0.913 0.270 0.537 0.868 1.446
beta4_pH[16,24,1] 0.897 0.357 0.420 0.825 1.650
beta4_pH[1,25,1] 0.696 0.292 0.304 0.642 1.290
beta4_pH[2,25,1] 0.854 0.213 0.541 0.826 1.262
beta4_pH[3,25,1] 0.910 0.282 0.518 0.864 1.474
beta4_pH[4,25,1] 0.805 0.273 0.427 0.760 1.345
beta4_pH[5,25,1] 0.683 0.519 0.087 0.552 1.963
beta4_pH[6,25,1] 1.982 1.754 0.227 1.377 6.741
beta4_pH[7,25,1] 1.105 0.616 0.351 0.951 2.526
beta4_pH[8,25,1] 0.754 0.422 0.227 0.664 1.726
beta4_pH[9,25,1] 0.924 0.544 0.276 0.777 2.158
beta4_pH[10,25,1] 0.727 0.277 0.346 0.679 1.290
beta4_pH[11,25,1] 0.692 0.248 0.352 0.637 1.194
beta4_pH[12,25,1] 0.926 0.383 0.436 0.840 1.729
beta4_pH[13,25,1] 0.742 0.268 0.378 0.695 1.288
beta4_pH[14,25,1] 1.028 0.334 0.561 0.973 1.702
beta4_pH[15,25,1] 0.914 0.266 0.538 0.872 1.436
beta4_pH[16,25,1] 0.893 0.362 0.420 0.818 1.646
beta4_pH[1,26,1] 0.682 0.283 0.306 0.630 1.270
beta4_pH[2,26,1] 0.849 0.212 0.543 0.820 1.256
beta4_pH[3,26,1] 0.918 0.283 0.511 0.880 1.469
beta4_pH[4,26,1] 0.801 0.270 0.429 0.753 1.346
beta4_pH[5,26,1] 0.684 0.534 0.085 0.549 1.984
beta4_pH[6,26,1] 1.934 1.715 0.230 1.364 6.595
beta4_pH[7,26,1] 1.090 0.604 0.349 0.946 2.461
beta4_pH[8,26,1] 0.751 0.430 0.224 0.653 1.735
beta4_pH[9,26,1] 0.940 0.549 0.277 0.789 2.165
beta4_pH[10,26,1] 0.730 0.280 0.349 0.677 1.294
beta4_pH[11,26,1] 0.694 0.246 0.352 0.651 1.190
beta4_pH[12,26,1] 0.930 0.382 0.436 0.845 1.731
beta4_pH[13,26,1] 0.753 0.274 0.377 0.704 1.299
beta4_pH[14,26,1] 1.028 0.339 0.565 0.975 1.692
beta4_pH[15,26,1] 0.919 0.270 0.537 0.881 1.441
beta4_pH[16,26,1] 0.898 0.359 0.421 0.827 1.643
beta4_pH[1,27,1] 0.696 0.285 0.308 0.641 1.283
beta4_pH[2,27,1] 0.855 0.216 0.545 0.831 1.267
beta4_pH[3,27,1] 0.923 0.288 0.515 0.877 1.479
beta4_pH[4,27,1] 0.805 0.272 0.430 0.764 1.349
beta4_pH[5,27,1] 0.672 0.525 0.085 0.533 1.972
beta4_pH[6,27,1] 1.968 1.779 0.238 1.331 6.719
beta4_pH[7,27,1] 1.100 0.618 0.349 0.945 2.489
beta4_pH[8,27,1] 0.759 0.430 0.224 0.658 1.737
beta4_pH[9,27,1] 0.926 0.533 0.280 0.788 2.171
beta4_pH[10,27,1] 0.726 0.276 0.347 0.686 1.276
beta4_pH[11,27,1] 0.691 0.248 0.350 0.651 1.195
beta4_pH[12,27,1] 0.930 0.375 0.438 0.847 1.717
beta4_pH[13,27,1] 0.739 0.267 0.379 0.690 1.294
beta4_pH[14,27,1] 1.035 0.340 0.561 0.979 1.705
beta4_pH[15,27,1] 0.917 0.268 0.535 0.879 1.449
beta4_pH[16,27,1] 0.901 0.361 0.422 0.827 1.659
beta4_pH[1,28,1] 0.686 0.287 0.305 0.629 1.293
beta4_pH[2,28,1] 0.859 0.215 0.543 0.837 1.263
beta4_pH[3,28,1] 0.916 0.288 0.511 0.871 1.476
beta4_pH[4,28,1] 0.812 0.271 0.433 0.767 1.342
beta4_pH[5,28,1] 0.687 0.537 0.086 0.550 1.998
beta4_pH[6,28,1] 1.946 1.760 0.234 1.330 6.756
beta4_pH[7,28,1] 1.101 0.614 0.347 0.958 2.498
beta4_pH[8,28,1] 0.770 0.434 0.228 0.667 1.714
beta4_pH[9,28,1] 0.914 0.542 0.272 0.761 2.191
beta4_pH[10,28,1] 0.715 0.274 0.344 0.668 1.282
beta4_pH[11,28,1] 0.694 0.248 0.353 0.654 1.190
beta4_pH[12,28,1] 0.921 0.377 0.436 0.836 1.717
beta4_pH[13,28,1] 0.757 0.271 0.381 0.711 1.301
beta4_pH[14,28,1] 1.026 0.340 0.559 0.971 1.698
beta4_pH[15,28,1] 0.915 0.271 0.536 0.871 1.444
beta4_pH[16,28,1] 0.892 0.358 0.419 0.812 1.657
beta4_pH[1,29,1] 0.687 0.285 0.305 0.637 1.287
beta4_pH[2,29,1] 0.856 0.216 0.543 0.830 1.265
beta4_pH[3,29,1] 0.913 0.284 0.512 0.873 1.467
beta4_pH[4,29,1] 0.815 0.272 0.432 0.772 1.341
beta4_pH[5,29,1] 0.689 0.535 0.088 0.550 2.007
beta4_pH[6,29,1] 1.920 1.728 0.226 1.326 6.617
beta4_pH[7,29,1] 1.087 0.598 0.347 0.950 2.442
beta4_pH[8,29,1] 0.763 0.431 0.223 0.668 1.710
beta4_pH[9,29,1] 0.929 0.541 0.275 0.784 2.180
beta4_pH[10,29,1] 0.727 0.282 0.344 0.681 1.297
beta4_pH[11,29,1] 0.689 0.250 0.352 0.641 1.197
beta4_pH[12,29,1] 0.930 0.377 0.439 0.844 1.725
beta4_pH[13,29,1] 0.746 0.273 0.380 0.691 1.295
beta4_pH[14,29,1] 1.026 0.336 0.560 0.972 1.689
beta4_pH[15,29,1] 0.917 0.268 0.536 0.879 1.438
beta4_pH[16,29,1] 0.902 0.360 0.418 0.826 1.653
beta4_pH[1,30,1] 0.687 0.287 0.304 0.641 1.283
beta4_pH[2,30,1] 0.850 0.213 0.544 0.824 1.257
beta4_pH[3,30,1] 0.911 0.284 0.512 0.869 1.477
beta4_pH[4,30,1] 0.810 0.271 0.432 0.765 1.352
beta4_pH[5,30,1] 0.685 0.538 0.086 0.541 1.978
beta4_pH[6,30,1] 1.957 1.790 0.226 1.311 6.717
beta4_pH[7,30,1] 1.108 0.624 0.346 0.945 2.516
beta4_pH[8,30,1] 0.773 0.437 0.227 0.675 1.746
beta4_pH[9,30,1] 0.923 0.538 0.274 0.784 2.182
beta4_pH[10,30,1] 0.717 0.271 0.346 0.678 1.284
beta4_pH[11,30,1] 0.684 0.242 0.351 0.642 1.183
beta4_pH[12,30,1] 0.937 0.382 0.437 0.850 1.736
beta4_pH[13,30,1] 0.747 0.272 0.380 0.693 1.294
beta4_pH[14,30,1] 1.024 0.333 0.564 0.965 1.705
beta4_pH[15,30,1] 0.913 0.267 0.537 0.869 1.445
beta4_pH[16,30,1] 0.909 0.363 0.420 0.842 1.663
beta4_pH[1,31,1] 0.702 0.290 0.306 0.651 1.289
beta4_pH[2,31,1] 0.857 0.216 0.545 0.827 1.260
beta4_pH[3,31,1] 0.908 0.284 0.510 0.863 1.472
beta4_pH[4,31,1] 0.809 0.271 0.429 0.770 1.348
beta4_pH[5,31,1] 0.675 0.533 0.086 0.531 1.991
beta4_pH[6,31,1] 1.957 1.769 0.226 1.346 6.751
beta4_pH[7,31,1] 1.109 0.615 0.346 0.943 2.461
beta4_pH[8,31,1] 0.754 0.421 0.229 0.664 1.705
beta4_pH[9,31,1] 0.924 0.542 0.276 0.776 2.201
beta4_pH[10,31,1] 0.724 0.279 0.344 0.668 1.285
beta4_pH[11,31,1] 0.691 0.247 0.352 0.648 1.186
beta4_pH[12,31,1] 0.920 0.376 0.437 0.836 1.718
beta4_pH[13,31,1] 0.748 0.269 0.380 0.698 1.290
beta4_pH[14,31,1] 1.027 0.339 0.557 0.975 1.704
beta4_pH[15,31,1] 0.915 0.266 0.542 0.872 1.440
beta4_pH[16,31,1] 0.901 0.356 0.420 0.845 1.651
beta4_pH[1,32,1] 0.695 0.291 0.307 0.632 1.291
beta4_pH[2,32,1] 0.851 0.218 0.545 0.816 1.259
beta4_pH[3,32,1] 0.916 0.288 0.510 0.873 1.470
beta4_pH[4,32,1] 0.796 0.261 0.432 0.747 1.329
beta4_pH[5,32,1] 0.676 0.534 0.086 0.531 1.967
beta4_pH[6,32,1] 1.945 1.727 0.228 1.371 6.585
beta4_pH[7,32,1] 1.098 0.609 0.348 0.947 2.485
beta4_pH[8,32,1] 0.758 0.431 0.226 0.658 1.739
beta4_pH[9,32,1] 0.929 0.542 0.277 0.792 2.202
beta4_pH[10,32,1] 0.724 0.281 0.345 0.677 1.294
beta4_pH[11,32,1] 0.688 0.244 0.352 0.651 1.195
beta4_pH[12,32,1] 0.928 0.378 0.436 0.852 1.718
beta4_pH[13,32,1] 0.745 0.268 0.378 0.701 1.284
beta4_pH[14,32,1] 1.028 0.338 0.560 0.973 1.698
beta4_pH[15,32,1] 0.920 0.268 0.536 0.882 1.443
beta4_pH[16,32,1] 0.899 0.356 0.423 0.830 1.648
beta4_pH[1,33,1] 0.693 0.290 0.305 0.642 1.295
beta4_pH[2,33,1] 0.856 0.217 0.546 0.825 1.258
beta4_pH[3,33,1] 0.913 0.285 0.513 0.869 1.478
beta4_pH[4,33,1] 0.805 0.270 0.431 0.771 1.346
beta4_pH[5,33,1] 0.672 0.531 0.084 0.534 1.947
beta4_pH[6,33,1] 1.945 1.770 0.227 1.336 6.759
beta4_pH[7,33,1] 1.079 0.605 0.350 0.925 2.453
beta4_pH[8,33,1] 0.760 0.437 0.224 0.658 1.714
beta4_pH[9,33,1] 0.907 0.532 0.275 0.769 2.161
beta4_pH[10,33,1] 0.723 0.277 0.346 0.671 1.291
beta4_pH[11,33,1] 0.684 0.246 0.350 0.639 1.193
beta4_pH[12,33,1] 0.931 0.381 0.438 0.832 1.728
beta4_pH[13,33,1] 0.749 0.272 0.379 0.706 1.294
beta4_pH[14,33,1] 1.022 0.337 0.559 0.962 1.688
beta4_pH[15,33,1] 0.923 0.268 0.540 0.887 1.442
beta4_pH[16,33,1] 0.891 0.362 0.420 0.813 1.653
beta4_pH[1,34,1] 0.696 0.286 0.306 0.648 1.275
beta4_pH[2,34,1] 0.851 0.217 0.543 0.821 1.267
beta4_pH[3,34,1] 0.907 0.284 0.513 0.865 1.475
beta4_pH[4,34,1] 0.805 0.265 0.430 0.764 1.340
beta4_pH[5,34,1] 0.663 0.517 0.086 0.533 1.955
beta4_pH[6,34,1] 1.940 1.758 0.231 1.320 6.751
beta4_pH[7,34,1] 1.091 0.607 0.344 0.938 2.480
beta4_pH[8,34,1] 0.766 0.434 0.226 0.672 1.742
beta4_pH[9,34,1] 0.919 0.554 0.276 0.764 2.207
beta4_pH[10,34,1] 0.731 0.277 0.346 0.690 1.291
beta4_pH[11,34,1] 0.685 0.247 0.351 0.641 1.194
beta4_pH[12,34,1] 0.942 0.377 0.440 0.859 1.713
beta4_pH[13,34,1] 0.743 0.269 0.380 0.691 1.289
beta4_pH[14,34,1] 1.032 0.337 0.563 0.978 1.707
beta4_pH[15,34,1] 0.917 0.269 0.538 0.876 1.449
beta4_pH[16,34,1] 0.902 0.364 0.417 0.833 1.648
beta4_pH[1,35,1] 0.415 0.142 0.207 0.392 0.747
beta4_pH[2,35,1] 0.782 0.086 0.629 0.776 0.961
beta4_pH[3,35,1] 1.031 0.166 0.747 1.015 1.390
beta4_pH[4,35,1] 0.590 0.224 0.268 0.549 1.122
beta4_pH[5,35,1] 0.124 0.090 0.028 0.099 0.358
beta4_pH[6,35,1] 0.755 0.686 0.129 0.561 2.591
beta4_pH[7,35,1] 2.232 1.801 0.417 1.720 7.136
beta4_pH[8,35,1] 0.519 0.260 0.189 0.462 1.193
beta4_pH[9,35,1] 0.597 0.506 0.102 0.450 2.012
beta4_pH[10,35,1] 0.630 0.135 0.408 0.616 0.937
beta4_pH[11,35,1] 0.748 0.194 0.444 0.723 1.176
beta4_pH[12,35,1] 1.452 0.969 0.361 1.216 3.951
beta4_pH[13,35,1] 0.726 0.110 0.525 0.719 0.967
beta4_pH[14,35,1] 0.792 0.265 0.395 0.754 1.398
beta4_pH[15,35,1] 0.881 0.120 0.666 0.874 1.138
beta4_pH[16,35,1] 0.588 0.264 0.240 0.532 1.251
beta4_pH[1,36,1] 0.922 0.206 0.585 0.897 1.395
beta4_pH[2,36,1] 0.864 0.113 0.671 0.855 1.103
beta4_pH[3,36,1] 0.873 0.153 0.615 0.857 1.220
beta4_pH[4,36,1] 0.758 0.235 0.395 0.730 1.327
beta4_pH[5,36,1] 0.671 0.724 0.068 0.436 2.687
beta4_pH[6,36,1] 5.932 4.304 0.828 4.653 17.196
beta4_pH[7,36,1] 1.147 0.674 0.344 0.990 2.903
beta4_pH[8,36,1] 0.929 0.403 0.367 0.863 1.913
beta4_pH[9,36,1] 0.528 0.376 0.129 0.433 1.572
beta4_pH[10,36,1] 0.461 0.125 0.263 0.444 0.748
beta4_pH[11,36,1] 0.553 0.110 0.370 0.544 0.792
beta4_pH[12,36,1] 0.861 0.468 0.282 0.756 2.060
beta4_pH[13,36,1] 0.789 0.128 0.558 0.778 1.055
beta4_pH[14,36,1] 1.246 0.452 0.580 1.169 2.356
beta4_pH[15,36,1] 0.959 0.139 0.722 0.945 1.258
beta4_pH[16,36,1] 1.029 0.399 0.474 0.958 1.982
beta4_pH[1,37,1] 0.761 0.176 0.476 0.741 1.162
beta4_pH[2,37,1] 0.772 0.087 0.612 0.767 0.955
beta4_pH[3,37,1] 0.905 0.135 0.663 0.893 1.194
beta4_pH[4,37,1] 0.749 0.221 0.407 0.717 1.255
beta4_pH[5,37,1] 1.112 1.304 0.127 0.708 4.565
beta4_pH[6,37,1] 2.050 2.013 0.245 1.407 7.763
beta4_pH[7,37,1] 1.216 0.813 0.323 0.996 3.389
beta4_pH[8,37,1] 0.972 0.399 0.406 0.900 1.958
beta4_pH[9,37,1] 1.864 1.913 0.225 1.234 7.474
beta4_pH[10,37,1] 0.774 0.152 0.517 0.760 1.104
beta4_pH[11,37,1] 0.835 0.167 0.553 0.822 1.201
beta4_pH[12,37,1] 0.799 0.516 0.200 0.672 2.207
beta4_pH[13,37,1] 0.619 0.094 0.457 0.612 0.827
beta4_pH[14,37,1] 1.013 0.367 0.485 0.951 1.886
beta4_pH[15,37,1] 0.706 0.105 0.522 0.696 0.929
beta4_pH[16,37,1] 0.605 0.190 0.322 0.575 1.041
beta4_pH[1,38,1] 0.741 0.157 0.481 0.725 1.090
beta4_pH[2,38,1] 0.711 0.081 0.565 0.706 0.881
beta4_pH[3,38,1] 0.902 0.161 0.626 0.890 1.261
beta4_pH[4,38,1] 0.905 0.248 0.515 0.873 1.464
beta4_pH[5,38,1] 0.498 0.393 0.103 0.385 1.569
beta4_pH[6,38,1] 1.671 1.956 0.139 1.049 7.190
beta4_pH[7,38,1] 0.500 0.288 0.151 0.434 1.226
beta4_pH[8,38,1] 0.771 0.306 0.338 0.712 1.514
beta4_pH[9,38,1] 1.554 1.081 0.391 1.276 4.258
beta4_pH[10,38,1] 0.721 0.158 0.465 0.703 1.091
beta4_pH[11,38,1] 0.533 0.135 0.320 0.514 0.836
beta4_pH[12,38,1] 0.797 0.524 0.220 0.671 2.172
beta4_pH[13,38,1] 0.902 0.179 0.611 0.877 1.319
beta4_pH[14,38,1] 1.134 0.445 0.508 1.041 2.224
beta4_pH[15,38,1] 0.847 0.095 0.682 0.840 1.051
beta4_pH[16,38,1] 0.822 0.339 0.352 0.758 1.650
beta4_pH[1,39,1] 0.706 0.147 0.462 0.692 1.044
beta4_pH[2,39,1] 0.867 0.101 0.687 0.862 1.079
beta4_pH[3,39,1] 0.839 0.122 0.624 0.832 1.102
beta4_pH[4,39,1] 0.834 0.274 0.423 0.784 1.497
beta4_pH[5,39,1] 1.087 1.222 0.120 0.701 4.430
beta4_pH[6,39,1] 0.463 0.653 0.038 0.271 1.962
beta4_pH[7,39,1] 1.812 1.566 0.290 1.370 5.959
beta4_pH[8,39,1] 1.387 0.775 0.421 1.207 3.423
beta4_pH[9,39,1] 2.003 1.637 0.363 1.529 6.386
beta4_pH[10,39,1] 0.754 0.208 0.434 0.728 1.235
beta4_pH[11,39,1] 0.690 0.174 0.409 0.672 1.088
beta4_pH[12,39,1] 0.786 0.448 0.230 0.679 1.866
beta4_pH[13,39,1] 0.721 0.116 0.517 0.715 0.972
beta4_pH[14,39,1] 0.979 0.381 0.438 0.915 1.926
beta4_pH[15,39,1] 0.994 0.107 0.802 0.989 1.221
beta4_pH[16,39,1] 0.859 0.346 0.365 0.794 1.710
beta4_pH[1,40,1] 0.776 0.136 0.544 0.766 1.075
beta4_pH[2,40,1] 0.766 0.084 0.618 0.760 0.948
beta4_pH[3,40,1] 0.927 0.145 0.665 0.914 1.243
beta4_pH[4,40,1] 0.887 0.211 0.545 0.865 1.360
beta4_pH[5,40,1] 0.329 0.238 0.078 0.265 0.981
beta4_pH[6,40,1] 2.028 1.984 0.257 1.377 7.749
beta4_pH[7,40,1] 1.507 1.313 0.270 1.134 5.037
beta4_pH[8,40,1] 0.355 0.273 0.077 0.278 1.137
beta4_pH[9,40,1] 0.521 0.515 0.072 0.377 1.837
beta4_pH[10,40,1] 0.914 0.251 0.523 0.880 1.504
beta4_pH[11,40,1] 0.466 0.114 0.283 0.453 0.743
beta4_pH[12,40,1] 0.663 0.398 0.192 0.559 1.658
beta4_pH[13,40,1] 0.783 0.117 0.576 0.776 1.029
beta4_pH[14,40,1] 0.768 0.249 0.385 0.733 1.346
beta4_pH[15,40,1] 0.840 0.095 0.667 0.835 1.036
beta4_pH[16,40,1] 1.169 0.487 0.496 1.075 2.363
beta4_pH[1,41,1] 0.610 0.129 0.400 0.597 0.898
beta4_pH[2,41,1] 0.786 0.104 0.599 0.781 1.003
beta4_pH[3,41,1] 0.883 0.146 0.627 0.873 1.185
beta4_pH[4,41,1] 0.867 0.386 0.343 0.790 1.814
beta4_pH[5,41,1] 1.447 0.787 0.441 1.286 3.460
beta4_pH[6,41,1] 2.967 3.065 0.294 1.918 12.345
beta4_pH[7,41,1] 0.823 0.488 0.239 0.702 2.091
beta4_pH[8,41,1] 1.204 0.738 0.358 1.010 3.172
beta4_pH[9,41,1] 0.545 0.677 0.051 0.356 2.062
beta4_pH[10,41,1] 0.779 0.169 0.499 0.760 1.172
beta4_pH[11,41,1] 0.844 0.240 0.468 0.804 1.401
beta4_pH[12,41,1] 0.963 0.452 0.355 0.878 2.132
beta4_pH[13,41,1] 0.699 0.110 0.512 0.689 0.936
beta4_pH[14,41,1] 1.130 0.354 0.593 1.073 1.960
beta4_pH[15,41,1] 0.787 0.098 0.614 0.779 0.995
beta4_pH[16,41,1] 0.917 0.431 0.350 0.830 1.998
beta4_pH[1,42,1] 0.674 0.142 0.440 0.657 0.977
beta4_pH[2,42,1] 0.781 0.098 0.602 0.777 0.982
beta4_pH[3,42,1] 0.805 0.155 0.542 0.791 1.151
beta4_pH[4,42,1] 0.978 0.329 0.487 0.923 1.774
beta4_pH[5,42,1] 1.404 1.589 0.152 0.929 5.616
beta4_pH[6,42,1] 0.353 0.284 0.071 0.272 1.089
beta4_pH[7,42,1] 0.974 0.636 0.253 0.803 2.617
beta4_pH[8,42,1] 0.774 0.339 0.317 0.710 1.619
beta4_pH[9,42,1] 0.805 0.649 0.176 0.635 2.324
beta4_pH[10,42,1] 0.916 0.205 0.576 0.895 1.368
beta4_pH[11,42,1] 0.645 0.139 0.413 0.632 0.959
beta4_pH[12,42,1] 0.850 0.399 0.324 0.774 1.896
beta4_pH[13,42,1] 0.511 0.160 0.268 0.489 0.881
beta4_pH[14,42,1] 0.914 0.334 0.442 0.852 1.706
beta4_pH[15,42,1] 0.923 0.092 0.758 0.919 1.121
beta4_pH[16,42,1] 0.572 0.201 0.278 0.538 1.050
beta4_pH[1,43,1] 0.803 0.195 0.491 0.778 1.247
beta4_pH[2,43,1] 0.755 0.081 0.609 0.753 0.924
beta4_pH[3,43,1] 0.669 0.095 0.502 0.664 0.869
beta4_pH[4,43,1] 0.852 0.287 0.417 0.808 1.523
beta4_pH[5,43,1] 1.579 0.730 0.613 1.438 3.365
beta4_pH[6,43,1] 1.166 0.894 0.232 0.940 3.505
beta4_pH[7,43,1] 0.719 0.594 0.138 0.560 2.287
beta4_pH[8,43,1] 0.638 0.282 0.253 0.586 1.357
beta4_pH[9,43,1] 1.166 1.142 0.179 0.836 3.958
beta4_pH[10,43,1] 0.683 0.146 0.443 0.667 0.999
beta4_pH[11,43,1] 0.638 0.134 0.421 0.623 0.930
beta4_pH[12,43,1] 0.774 0.394 0.277 0.688 1.765
beta4_pH[13,43,1] 0.584 0.118 0.392 0.571 0.854
beta4_pH[14,43,1] 1.105 0.349 0.574 1.059 1.919
beta4_pH[15,43,1] 0.848 0.104 0.662 0.842 1.073
beta4_pH[16,43,1] 1.237 0.474 0.571 1.151 2.410
beta4_pH[1,44,1] 0.616 0.171 0.361 0.594 1.023
beta4_pH[2,44,1] 0.702 0.080 0.558 0.697 0.874
beta4_pH[3,44,1] 0.634 0.098 0.459 0.629 0.840
beta4_pH[4,44,1] 0.832 0.206 0.493 0.809 1.301
beta4_pH[5,44,1] 1.239 0.585 0.452 1.122 2.649
beta4_pH[6,44,1] 1.288 1.454 0.120 0.813 5.525
beta4_pH[7,44,1] 1.177 0.655 0.363 1.024 2.799
beta4_pH[8,44,1] 0.452 0.294 0.119 0.380 1.220
beta4_pH[9,44,1] 0.991 0.880 0.170 0.729 3.353
beta4_pH[10,44,1] 0.625 0.152 0.376 0.612 0.967
beta4_pH[11,44,1] 0.355 0.118 0.177 0.338 0.643
beta4_pH[12,44,1] 0.610 0.321 0.198 0.537 1.445
beta4_pH[13,44,1] 0.541 0.100 0.373 0.531 0.755
beta4_pH[14,44,1] 0.679 0.173 0.407 0.657 1.067
beta4_pH[15,44,1] 0.643 0.084 0.493 0.639 0.823
beta4_pH[16,44,1] 0.436 0.190 0.177 0.401 0.902
beta4_pH[1,45,1] 0.799 0.196 0.484 0.773 1.254
beta4_pH[2,45,1] 0.708 0.088 0.548 0.702 0.893
beta4_pH[3,45,1] 0.770 0.143 0.524 0.762 1.081
beta4_pH[4,45,1] 0.755 0.196 0.444 0.730 1.189
beta4_pH[5,45,1] 0.985 1.133 0.090 0.625 4.192
beta4_pH[6,45,1] 1.249 1.176 0.168 0.899 4.444
beta4_pH[7,45,1] 0.714 0.629 0.123 0.538 2.345
beta4_pH[8,45,1] 1.187 0.514 0.482 1.080 2.382
beta4_pH[9,45,1] 0.108 0.140 0.010 0.069 0.427
beta4_pH[10,45,1] 0.849 0.202 0.519 0.826 1.304
beta4_pH[11,45,1] 0.470 0.103 0.295 0.460 0.707
beta4_pH[12,45,1] 0.786 0.378 0.304 0.712 1.724
beta4_pH[13,45,1] 0.462 0.079 0.325 0.456 0.641
beta4_pH[14,45,1] 0.744 0.180 0.461 0.722 1.143
beta4_pH[15,45,1] 0.506 0.070 0.375 0.501 0.651
beta4_pH[16,45,1] 0.266 0.186 0.073 0.226 0.666
beta4_pH[1,46,1] 0.801 0.165 0.531 0.784 1.153
beta4_pH[2,46,1] 0.678 0.099 0.503 0.670 0.892
beta4_pH[3,46,1] 0.759 0.116 0.552 0.751 1.014
beta4_pH[4,46,1] 0.878 0.321 0.407 0.824 1.635
beta4_pH[5,46,1] 1.127 0.608 0.353 0.994 2.700
beta4_pH[6,46,1] 1.458 1.772 0.118 0.895 6.335
beta4_pH[7,46,1] 1.691 1.270 0.348 1.341 4.989
beta4_pH[8,46,1] 1.067 0.486 0.419 0.975 2.328
beta4_pH[9,46,1] 1.635 1.609 0.221 1.152 6.162
beta4_pH[10,46,1] 0.658 0.171 0.386 0.635 1.065
beta4_pH[11,46,1] 0.700 0.160 0.446 0.684 1.067
beta4_pH[12,46,1] 1.155 0.628 0.396 1.023 2.689
beta4_pH[13,46,1] 0.600 0.183 0.320 0.572 1.016
beta4_pH[14,46,1] 0.985 0.366 0.453 0.926 1.886
beta4_pH[15,46,1] 0.623 0.077 0.482 0.619 0.787
beta4_pH[16,46,1] 0.612 0.265 0.241 0.565 1.220
beta4_pH[1,47,1] 0.624 0.144 0.390 0.609 0.953
beta4_pH[2,47,1] 0.766 0.111 0.575 0.759 1.004
beta4_pH[3,47,1] 0.770 0.117 0.569 0.760 1.032
beta4_pH[4,47,1] 0.539 0.217 0.242 0.496 1.061
beta4_pH[5,47,1] 0.110 0.083 0.024 0.088 0.322
beta4_pH[6,47,1] 0.188 0.131 0.045 0.154 0.536
beta4_pH[7,47,1] 0.476 0.427 0.075 0.351 1.606
beta4_pH[8,47,1] 0.852 0.576 0.213 0.706 2.398
beta4_pH[9,47,1] 0.468 0.620 0.038 0.279 2.025
beta4_pH[10,47,1] 0.847 0.272 0.431 0.806 1.479
beta4_pH[11,47,1] 0.584 0.121 0.381 0.570 0.859
beta4_pH[12,47,1] 1.665 1.044 0.477 1.423 4.561
beta4_pH[13,47,1] 0.681 0.118 0.477 0.672 0.931
beta4_pH[14,47,1] 0.862 0.319 0.402 0.809 1.652
beta4_pH[15,47,1] 0.713 0.114 0.518 0.704 0.962
beta4_pH[16,47,1] 0.817 0.328 0.352 0.754 1.632
beta4_pH[1,1,2] 0.695 0.287 0.307 0.637 1.287
beta4_pH[2,1,2] 0.851 0.215 0.544 0.823 1.264
beta4_pH[3,1,2] 0.917 0.291 0.512 0.865 1.476
beta4_pH[4,1,2] 0.816 0.273 0.432 0.775 1.357
beta4_pH[5,1,2] 0.673 0.523 0.087 0.541 1.966
beta4_pH[6,1,2] 1.948 1.766 0.224 1.334 6.674
beta4_pH[7,1,2] 1.116 0.623 0.347 0.951 2.479
beta4_pH[8,1,2] 0.757 0.424 0.226 0.657 1.725
beta4_pH[9,1,2] 0.925 0.538 0.277 0.790 2.173
beta4_pH[10,1,2] 0.726 0.277 0.346 0.680 1.293
beta4_pH[11,1,2] 0.692 0.246 0.351 0.652 1.190
beta4_pH[12,1,2] 0.928 0.373 0.443 0.840 1.715
beta4_pH[13,1,2] 0.744 0.271 0.378 0.694 1.283
beta4_pH[14,1,2] 1.029 0.342 0.565 0.967 1.706
beta4_pH[15,1,2] 0.916 0.268 0.537 0.880 1.440
beta4_pH[16,1,2] 0.902 0.361 0.421 0.830 1.653
beta4_pH[1,2,2] 0.701 0.289 0.306 0.659 1.278
beta4_pH[2,2,2] 0.848 0.215 0.542 0.817 1.259
beta4_pH[3,2,2] 0.912 0.285 0.513 0.867 1.481
beta4_pH[4,2,2] 0.805 0.267 0.433 0.766 1.346
beta4_pH[5,2,2] 0.679 0.527 0.086 0.550 1.989
beta4_pH[6,2,2] 1.934 1.742 0.218 1.349 6.660
beta4_pH[7,2,2] 1.106 0.615 0.347 0.957 2.497
beta4_pH[8,2,2] 0.780 0.436 0.227 0.685 1.723
beta4_pH[9,2,2] 0.918 0.541 0.275 0.769 2.185
beta4_pH[10,2,2] 0.724 0.277 0.345 0.677 1.289
beta4_pH[11,2,2] 0.693 0.248 0.351 0.653 1.187
beta4_pH[12,2,2] 0.925 0.375 0.437 0.836 1.731
beta4_pH[13,2,2] 0.744 0.267 0.382 0.701 1.283
beta4_pH[14,2,2] 1.022 0.336 0.561 0.969 1.704
beta4_pH[15,2,2] 0.916 0.267 0.534 0.884 1.436
beta4_pH[16,2,2] 0.901 0.356 0.420 0.829 1.641
beta4_pH[1,3,2] 0.693 0.290 0.304 0.636 1.285
beta4_pH[2,3,2] 0.862 0.216 0.543 0.841 1.263
beta4_pH[3,3,2] 0.910 0.284 0.511 0.867 1.474
beta4_pH[4,3,2] 0.805 0.269 0.431 0.769 1.343
beta4_pH[5,3,2] 0.669 0.523 0.087 0.524 1.973
beta4_pH[6,3,2] 1.929 1.734 0.229 1.352 6.685
beta4_pH[7,3,2] 1.112 0.621 0.346 0.961 2.509
beta4_pH[8,3,2] 0.756 0.433 0.224 0.662 1.730
beta4_pH[9,3,2] 0.916 0.543 0.277 0.765 2.150
beta4_pH[10,3,2] 0.731 0.279 0.349 0.686 1.296
beta4_pH[11,3,2] 0.691 0.247 0.353 0.644 1.191
beta4_pH[12,3,2] 0.933 0.379 0.437 0.853 1.724
beta4_pH[13,3,2] 0.748 0.273 0.378 0.699 1.296
beta4_pH[14,3,2] 1.029 0.338 0.560 0.972 1.699
beta4_pH[15,3,2] 0.915 0.268 0.537 0.881 1.435
beta4_pH[16,3,2] 0.893 0.364 0.419 0.815 1.663
beta4_pH[1,4,2] 0.690 0.288 0.304 0.637 1.282
beta4_pH[2,4,2] 0.847 0.214 0.543 0.822 1.259
beta4_pH[3,4,2] 0.912 0.286 0.513 0.871 1.479
beta4_pH[4,4,2] 0.802 0.269 0.430 0.756 1.348
beta4_pH[5,4,2] 0.672 0.529 0.083 0.534 1.970
beta4_pH[6,4,2] 1.951 1.754 0.235 1.323 6.574
beta4_pH[7,4,2] 1.098 0.610 0.352 0.944 2.480
beta4_pH[8,4,2] 0.763 0.430 0.227 0.673 1.734
beta4_pH[9,4,2] 0.925 0.535 0.273 0.785 2.190
beta4_pH[10,4,2] 0.723 0.274 0.343 0.681 1.284
beta4_pH[11,4,2] 0.692 0.249 0.350 0.648 1.190
beta4_pH[12,4,2] 0.933 0.386 0.437 0.830 1.726
beta4_pH[13,4,2] 0.742 0.271 0.377 0.691 1.291
beta4_pH[14,4,2] 1.031 0.338 0.563 0.976 1.701
beta4_pH[15,4,2] 0.922 0.269 0.537 0.875 1.442
beta4_pH[16,4,2] 0.898 0.362 0.419 0.826 1.652
beta4_pH[1,5,2] 0.694 0.284 0.306 0.642 1.285
beta4_pH[2,5,2] 0.854 0.216 0.543 0.818 1.266
beta4_pH[3,5,2] 0.904 0.282 0.513 0.863 1.470
beta4_pH[4,5,2] 0.812 0.270 0.430 0.777 1.344
beta4_pH[5,5,2] 0.680 0.528 0.084 0.545 1.978
beta4_pH[6,5,2] 1.997 1.785 0.229 1.379 6.674
beta4_pH[7,5,2] 1.097 0.608 0.351 0.940 2.498
beta4_pH[8,5,2] 0.781 0.437 0.227 0.689 1.719
beta4_pH[9,5,2] 0.925 0.532 0.278 0.794 2.169
beta4_pH[10,5,2] 0.720 0.280 0.346 0.666 1.297
beta4_pH[11,5,2] 0.681 0.246 0.350 0.633 1.190
beta4_pH[12,5,2] 0.941 0.376 0.441 0.858 1.736
beta4_pH[13,5,2] 0.750 0.268 0.380 0.703 1.296
beta4_pH[14,5,2] 1.028 0.339 0.560 0.967 1.706
beta4_pH[15,5,2] 0.913 0.268 0.537 0.871 1.447
beta4_pH[16,5,2] 0.895 0.358 0.419 0.825 1.665
beta4_pH[1,6,2] 0.690 0.285 0.304 0.636 1.278
beta4_pH[2,6,2] 0.853 0.214 0.546 0.821 1.266
beta4_pH[3,6,2] 0.918 0.289 0.513 0.872 1.482
beta4_pH[4,6,2] 0.808 0.266 0.429 0.775 1.335
beta4_pH[5,6,2] 0.672 0.523 0.088 0.537 1.972
beta4_pH[6,6,2] 1.962 1.754 0.230 1.371 6.579
beta4_pH[7,6,2] 1.104 0.615 0.344 0.959 2.466
beta4_pH[8,6,2] 0.765 0.434 0.230 0.673 1.722
beta4_pH[9,6,2] 0.911 0.544 0.273 0.756 2.170
beta4_pH[10,6,2] 0.730 0.281 0.344 0.683 1.293
beta4_pH[11,6,2] 0.697 0.247 0.356 0.653 1.194
beta4_pH[12,6,2] 0.922 0.372 0.440 0.836 1.706
beta4_pH[13,6,2] 0.746 0.266 0.384 0.698 1.284
beta4_pH[14,6,2] 1.023 0.334 0.563 0.969 1.695
beta4_pH[15,6,2] 0.917 0.266 0.539 0.880 1.440
beta4_pH[16,6,2] 0.899 0.355 0.423 0.821 1.664
beta4_pH[1,7,2] 0.692 0.292 0.306 0.636 1.291
beta4_pH[2,7,2] 0.852 0.214 0.542 0.828 1.259
beta4_pH[3,7,2] 0.919 0.286 0.514 0.883 1.479
beta4_pH[4,7,2] 0.814 0.272 0.433 0.771 1.351
beta4_pH[5,7,2] 0.670 0.529 0.084 0.533 1.999
beta4_pH[6,7,2] 1.929 1.734 0.240 1.326 6.727
beta4_pH[7,7,2] 1.092 0.611 0.350 0.934 2.485
beta4_pH[8,7,2] 0.760 0.423 0.228 0.669 1.724
beta4_pH[9,7,2] 0.948 0.552 0.273 0.793 2.207
beta4_pH[10,7,2] 0.727 0.283 0.345 0.682 1.289
beta4_pH[11,7,2] 0.692 0.247 0.355 0.646 1.191
beta4_pH[12,7,2] 0.934 0.373 0.437 0.862 1.727
beta4_pH[13,7,2] 0.754 0.271 0.378 0.711 1.302
beta4_pH[14,7,2] 1.036 0.335 0.564 0.981 1.695
beta4_pH[15,7,2] 0.915 0.272 0.536 0.875 1.446
beta4_pH[16,7,2] 0.901 0.359 0.418 0.829 1.648
beta4_pH[1,8,2] 0.688 0.281 0.305 0.639 1.285
beta4_pH[2,8,2] 0.851 0.214 0.541 0.824 1.265
beta4_pH[3,8,2] 0.916 0.279 0.518 0.878 1.470
beta4_pH[4,8,2] 0.810 0.271 0.431 0.771 1.353
beta4_pH[5,8,2] 0.654 0.512 0.083 0.524 1.938
beta4_pH[6,8,2] 1.904 1.741 0.228 1.292 6.635
beta4_pH[7,8,2] 1.084 0.612 0.346 0.926 2.477
beta4_pH[8,8,2] 0.767 0.431 0.226 0.670 1.719
beta4_pH[9,8,2] 0.932 0.546 0.274 0.794 2.182
beta4_pH[10,8,2] 0.732 0.278 0.346 0.691 1.291
beta4_pH[11,8,2] 0.687 0.244 0.352 0.644 1.193
beta4_pH[12,8,2] 0.930 0.377 0.439 0.840 1.740
beta4_pH[13,8,2] 0.753 0.270 0.381 0.716 1.296
beta4_pH[14,8,2] 1.026 0.338 0.563 0.973 1.693
beta4_pH[15,8,2] 0.912 0.267 0.535 0.868 1.446
beta4_pH[16,8,2] 0.894 0.363 0.416 0.820 1.652
beta4_pH[1,9,2] 0.687 0.288 0.305 0.631 1.288
beta4_pH[2,9,2] 0.853 0.216 0.541 0.831 1.258
beta4_pH[3,9,2] 0.919 0.286 0.513 0.878 1.474
beta4_pH[4,9,2] 0.809 0.272 0.430 0.769 1.347
beta4_pH[5,9,2] 0.665 0.526 0.087 0.522 1.958
beta4_pH[6,9,2] 1.898 1.716 0.229 1.306 6.615
beta4_pH[7,9,2] 1.111 0.620 0.348 0.938 2.496
beta4_pH[8,9,2] 0.767 0.426 0.229 0.666 1.720
beta4_pH[9,9,2] 0.938 0.552 0.278 0.786 2.212
beta4_pH[10,9,2] 0.726 0.276 0.345 0.680 1.283
beta4_pH[11,9,2] 0.693 0.245 0.350 0.653 1.191
beta4_pH[12,9,2] 0.936 0.379 0.437 0.849 1.735
beta4_pH[13,9,2] 0.750 0.268 0.379 0.710 1.286
beta4_pH[14,9,2] 1.037 0.334 0.564 0.988 1.694
beta4_pH[15,9,2] 0.909 0.262 0.535 0.867 1.433
beta4_pH[16,9,2] 0.896 0.356 0.418 0.836 1.652
beta4_pH[1,10,2] 0.691 0.289 0.303 0.636 1.287
beta4_pH[2,10,2] 0.855 0.215 0.543 0.825 1.266
beta4_pH[3,10,2] 0.919 0.286 0.514 0.877 1.477
beta4_pH[4,10,2] 0.803 0.267 0.431 0.755 1.343
beta4_pH[5,10,2] 0.666 0.520 0.086 0.524 1.975
beta4_pH[6,10,2] 1.914 1.750 0.228 1.297 6.605
beta4_pH[7,10,2] 1.106 0.612 0.349 0.951 2.473
beta4_pH[8,10,2] 0.768 0.441 0.223 0.662 1.739
beta4_pH[9,10,2] 0.923 0.534 0.277 0.781 2.151
beta4_pH[10,10,2] 0.719 0.272 0.343 0.670 1.278
beta4_pH[11,10,2] 0.692 0.247 0.357 0.649 1.191
beta4_pH[12,10,2] 0.926 0.377 0.440 0.829 1.733
beta4_pH[13,10,2] 0.757 0.267 0.383 0.719 1.281
beta4_pH[14,10,2] 1.022 0.334 0.561 0.966 1.704
beta4_pH[15,10,2] 0.923 0.272 0.536 0.880 1.446
beta4_pH[16,10,2] 0.902 0.363 0.421 0.825 1.665
beta4_pH[1,11,2] 0.690 0.287 0.306 0.634 1.284
beta4_pH[2,11,2] 0.849 0.216 0.542 0.816 1.259
beta4_pH[3,11,2] 0.905 0.283 0.511 0.853 1.465
beta4_pH[4,11,2] 0.804 0.268 0.429 0.764 1.336
beta4_pH[5,11,2] 0.680 0.531 0.087 0.547 1.982
beta4_pH[6,11,2] 1.964 1.754 0.228 1.343 6.609
beta4_pH[7,11,2] 1.088 0.617 0.347 0.914 2.485
beta4_pH[8,11,2] 0.765 0.432 0.223 0.666 1.728
beta4_pH[9,11,2] 0.916 0.549 0.273 0.765 2.200
beta4_pH[10,11,2] 0.729 0.277 0.348 0.684 1.288
beta4_pH[11,11,2] 0.688 0.249 0.352 0.636 1.194
beta4_pH[12,11,2] 0.925 0.375 0.435 0.838 1.727
beta4_pH[13,11,2] 0.748 0.272 0.379 0.701 1.301
beta4_pH[14,11,2] 1.028 0.342 0.557 0.973 1.701
beta4_pH[15,11,2] 0.911 0.268 0.536 0.868 1.442
beta4_pH[16,11,2] 0.895 0.360 0.418 0.829 1.654
beta4_pH[1,12,2] 0.705 0.294 0.307 0.655 1.296
beta4_pH[2,12,2] 0.858 0.215 0.543 0.835 1.265
beta4_pH[3,12,2] 0.912 0.284 0.514 0.866 1.476
beta4_pH[4,12,2] 0.807 0.271 0.430 0.763 1.351
beta4_pH[5,12,2] 0.674 0.531 0.084 0.539 1.999
beta4_pH[6,12,2] 1.937 1.791 0.231 1.320 6.758
beta4_pH[7,12,2] 1.081 0.613 0.344 0.919 2.496
beta4_pH[8,12,2] 0.759 0.433 0.228 0.648 1.725
beta4_pH[9,12,2] 0.926 0.546 0.277 0.768 2.176
beta4_pH[10,12,2] 0.725 0.274 0.349 0.680 1.291
beta4_pH[11,12,2] 0.693 0.247 0.353 0.651 1.185
beta4_pH[12,12,2] 0.928 0.375 0.440 0.846 1.726
beta4_pH[13,12,2] 0.747 0.270 0.380 0.692 1.288
beta4_pH[14,12,2] 1.023 0.335 0.559 0.967 1.699
beta4_pH[15,12,2] 0.918 0.267 0.539 0.882 1.449
beta4_pH[16,12,2] 0.899 0.358 0.419 0.832 1.644
beta4_pH[1,13,2] 0.686 0.288 0.304 0.631 1.290
beta4_pH[2,13,2] 0.852 0.216 0.544 0.819 1.267
beta4_pH[3,13,2] 0.923 0.283 0.517 0.886 1.475
beta4_pH[4,13,2] 0.798 0.268 0.431 0.752 1.343
beta4_pH[5,13,2] 0.671 0.519 0.085 0.545 1.949
beta4_pH[6,13,2] 2.033 1.789 0.228 1.420 6.802
beta4_pH[7,13,2] 1.093 0.612 0.351 0.931 2.489
beta4_pH[8,13,2] 0.750 0.433 0.223 0.647 1.729
beta4_pH[9,13,2] 0.910 0.543 0.275 0.764 2.205
beta4_pH[10,13,2] 0.724 0.272 0.346 0.673 1.288
beta4_pH[11,13,2] 0.696 0.249 0.352 0.655 1.195
beta4_pH[12,13,2] 0.928 0.380 0.442 0.835 1.740
beta4_pH[13,13,2] 0.752 0.269 0.382 0.705 1.297
beta4_pH[14,13,2] 1.020 0.336 0.558 0.961 1.690
beta4_pH[15,13,2] 0.921 0.268 0.536 0.882 1.449
beta4_pH[16,13,2] 0.901 0.363 0.418 0.825 1.660
beta4_pH[1,14,2] 0.685 0.282 0.305 0.632 1.279
beta4_pH[2,14,2] 0.855 0.216 0.546 0.822 1.264
beta4_pH[3,14,2] 0.907 0.284 0.512 0.862 1.473
beta4_pH[4,14,2] 0.802 0.266 0.431 0.753 1.345
beta4_pH[5,14,2] 0.675 0.524 0.088 0.543 1.983
beta4_pH[6,14,2] 1.937 1.776 0.241 1.293 6.728
beta4_pH[7,14,2] 1.097 0.618 0.346 0.937 2.504
beta4_pH[8,14,2] 0.757 0.434 0.225 0.657 1.729
beta4_pH[9,14,2] 0.923 0.540 0.275 0.777 2.185
beta4_pH[10,14,2] 0.728 0.283 0.343 0.678 1.299
beta4_pH[11,14,2] 0.692 0.249 0.351 0.649 1.197
beta4_pH[12,14,2] 0.930 0.380 0.441 0.841 1.719
beta4_pH[13,14,2] 0.745 0.264 0.380 0.699 1.290
beta4_pH[14,14,2] 1.023 0.335 0.563 0.968 1.688
beta4_pH[15,14,2] 0.921 0.271 0.539 0.889 1.447
beta4_pH[16,14,2] 0.892 0.364 0.422 0.808 1.661
beta4_pH[1,15,2] 0.696 0.287 0.308 0.643 1.292
beta4_pH[2,15,2] 0.853 0.214 0.546 0.830 1.261
beta4_pH[3,15,2] 0.909 0.284 0.512 0.865 1.462
beta4_pH[4,15,2] 0.806 0.271 0.430 0.770 1.337
beta4_pH[5,15,2] 0.667 0.513 0.086 0.548 1.963
beta4_pH[6,15,2] 1.987 1.795 0.229 1.366 6.726
beta4_pH[7,15,2] 1.115 0.621 0.345 0.956 2.506
beta4_pH[8,15,2] 0.747 0.429 0.227 0.643 1.738
beta4_pH[9,15,2] 0.932 0.548 0.276 0.787 2.191
beta4_pH[10,15,2] 0.716 0.274 0.343 0.672 1.289
beta4_pH[11,15,2] 0.693 0.248 0.353 0.650 1.188
beta4_pH[12,15,2] 0.929 0.380 0.438 0.835 1.731
beta4_pH[13,15,2] 0.751 0.267 0.380 0.717 1.286
beta4_pH[14,15,2] 1.031 0.335 0.561 0.977 1.700
beta4_pH[15,15,2] 0.921 0.271 0.540 0.879 1.443
beta4_pH[16,15,2] 0.889 0.361 0.420 0.819 1.653
beta4_pH[1,16,2] 0.696 0.285 0.307 0.642 1.293
beta4_pH[2,16,2] 0.851 0.216 0.541 0.822 1.263
beta4_pH[3,16,2] 0.909 0.285 0.511 0.863 1.482
beta4_pH[4,16,2] 0.810 0.266 0.431 0.778 1.340
beta4_pH[5,16,2] 0.666 0.526 0.085 0.529 1.974
beta4_pH[6,16,2] 1.988 1.782 0.227 1.357 6.695
beta4_pH[7,16,2] 1.102 0.620 0.350 0.944 2.522
beta4_pH[8,16,2] 0.754 0.429 0.225 0.666 1.721
beta4_pH[9,16,2] 0.930 0.553 0.271 0.787 2.188
beta4_pH[10,16,2] 0.721 0.274 0.347 0.673 1.294
beta4_pH[11,16,2] 0.682 0.245 0.352 0.634 1.187
beta4_pH[12,16,2] 0.937 0.381 0.437 0.838 1.731
beta4_pH[13,16,2] 0.756 0.270 0.383 0.714 1.302
beta4_pH[14,16,2] 1.031 0.336 0.557 0.991 1.703
beta4_pH[15,16,2] 0.918 0.268 0.539 0.876 1.442
beta4_pH[16,16,2] 0.894 0.356 0.423 0.827 1.648
beta4_pH[1,17,2] 0.690 0.286 0.306 0.640 1.275
beta4_pH[2,17,2] 0.846 0.212 0.543 0.816 1.261
beta4_pH[3,17,2] 0.918 0.281 0.516 0.882 1.473
beta4_pH[4,17,2] 0.807 0.271 0.432 0.756 1.345
beta4_pH[5,17,2] 0.670 0.525 0.087 0.524 1.969
beta4_pH[6,17,2] 1.941 1.729 0.230 1.350 6.585
beta4_pH[7,17,2] 1.103 0.623 0.349 0.939 2.488
beta4_pH[8,17,2] 0.768 0.439 0.226 0.666 1.734
beta4_pH[9,17,2] 0.915 0.543 0.275 0.769 2.185
beta4_pH[10,17,2] 0.725 0.277 0.346 0.671 1.294
beta4_pH[11,17,2] 0.701 0.250 0.352 0.660 1.192
beta4_pH[12,17,2] 0.924 0.378 0.435 0.839 1.721
beta4_pH[13,17,2] 0.753 0.273 0.378 0.705 1.300
beta4_pH[14,17,2] 1.032 0.334 0.563 0.969 1.691
beta4_pH[15,17,2] 0.915 0.267 0.536 0.868 1.445
beta4_pH[16,17,2] 0.900 0.360 0.426 0.822 1.645
beta4_pH[1,18,2] 0.698 0.291 0.306 0.649 1.289
beta4_pH[2,18,2] 0.855 0.215 0.544 0.825 1.263
beta4_pH[3,18,2] 0.919 0.285 0.513 0.881 1.474
beta4_pH[4,18,2] 0.815 0.273 0.433 0.768 1.353
beta4_pH[5,18,2] 0.660 0.523 0.086 0.518 1.972
beta4_pH[6,18,2] 1.939 1.752 0.226 1.356 6.768
beta4_pH[7,18,2] 1.106 0.623 0.351 0.937 2.501
beta4_pH[8,18,2] 0.759 0.430 0.227 0.658 1.730
beta4_pH[9,18,2] 0.926 0.542 0.275 0.776 2.173
beta4_pH[10,18,2] 0.722 0.276 0.344 0.672 1.287
beta4_pH[11,18,2] 0.694 0.248 0.354 0.649 1.193
beta4_pH[12,18,2] 0.922 0.375 0.438 0.832 1.715
beta4_pH[13,18,2] 0.737 0.266 0.377 0.682 1.286
beta4_pH[14,18,2] 1.027 0.334 0.563 0.971 1.703
beta4_pH[15,18,2] 0.909 0.270 0.535 0.870 1.449
beta4_pH[16,18,2] 0.882 0.353 0.419 0.804 1.629
beta4_pH[1,19,2] 0.698 0.288 0.310 0.648 1.286
beta4_pH[2,19,2] 0.855 0.215 0.542 0.826 1.259
beta4_pH[3,19,2] 0.918 0.286 0.516 0.874 1.477
beta4_pH[4,19,2] 0.807 0.267 0.431 0.762 1.338
beta4_pH[5,19,2] 0.673 0.525 0.087 0.536 1.952
beta4_pH[6,19,2] 1.950 1.727 0.226 1.370 6.605
beta4_pH[7,19,2] 1.105 0.610 0.347 0.949 2.475
beta4_pH[8,19,2] 0.752 0.420 0.223 0.653 1.699
beta4_pH[9,19,2] 0.942 0.544 0.273 0.812 2.158
beta4_pH[10,19,2] 0.727 0.278 0.346 0.687 1.293
beta4_pH[11,19,2] 0.692 0.247 0.350 0.653 1.196
beta4_pH[12,19,2] 0.927 0.378 0.436 0.844 1.731
beta4_pH[13,19,2] 0.746 0.269 0.382 0.700 1.293
beta4_pH[14,19,2] 1.033 0.333 0.563 0.975 1.683
beta4_pH[15,19,2] 0.919 0.273 0.539 0.876 1.449
beta4_pH[16,19,2] 0.901 0.364 0.418 0.826 1.646
beta4_pH[1,20,2] 0.692 0.291 0.305 0.644 1.292
beta4_pH[2,20,2] 0.853 0.211 0.545 0.833 1.257
beta4_pH[3,20,2] 0.917 0.288 0.515 0.867 1.478
beta4_pH[4,20,2] 0.811 0.275 0.431 0.771 1.350
beta4_pH[5,20,2] 0.661 0.516 0.088 0.539 1.951
beta4_pH[6,20,2] 1.912 1.747 0.228 1.311 6.605
beta4_pH[7,20,2] 1.121 0.623 0.344 0.980 2.468
beta4_pH[8,20,2] 0.767 0.432 0.227 0.670 1.740
beta4_pH[9,20,2] 0.933 0.531 0.277 0.801 2.156
beta4_pH[10,20,2] 0.722 0.278 0.344 0.670 1.283
beta4_pH[11,20,2] 0.692 0.247 0.351 0.650 1.194
beta4_pH[12,20,2] 0.924 0.378 0.436 0.839 1.729
beta4_pH[13,20,2] 0.745 0.268 0.382 0.688 1.294
beta4_pH[14,20,2] 1.023 0.333 0.563 0.963 1.691
beta4_pH[15,20,2] 0.920 0.275 0.535 0.879 1.447
beta4_pH[16,20,2] 0.899 0.358 0.422 0.832 1.650
beta4_pH[1,21,2] 0.699 0.288 0.304 0.657 1.285
beta4_pH[2,21,2] 0.861 0.216 0.543 0.840 1.263
beta4_pH[3,21,2] 0.907 0.278 0.513 0.857 1.459
beta4_pH[4,21,2] 0.797 0.270 0.430 0.743 1.344
beta4_pH[5,21,2] 0.674 0.533 0.086 0.545 1.988
beta4_pH[6,21,2] 1.954 1.738 0.228 1.372 6.618
beta4_pH[7,21,2] 1.092 0.611 0.346 0.942 2.484
beta4_pH[8,21,2] 0.763 0.438 0.223 0.668 1.725
beta4_pH[9,21,2] 0.936 0.547 0.274 0.792 2.204
beta4_pH[10,21,2] 0.728 0.275 0.347 0.682 1.285
beta4_pH[11,21,2] 0.688 0.247 0.350 0.650 1.185
beta4_pH[12,21,2] 0.931 0.382 0.435 0.843 1.732
beta4_pH[13,21,2] 0.745 0.269 0.379 0.697 1.288
beta4_pH[14,21,2] 1.027 0.337 0.559 0.976 1.704
beta4_pH[15,21,2] 0.921 0.266 0.537 0.886 1.437
beta4_pH[16,21,2] 0.900 0.361 0.418 0.825 1.651
beta4_pH[1,22,2] 0.696 0.290 0.305 0.638 1.290
beta4_pH[2,22,2] 0.852 0.213 0.545 0.823 1.265
beta4_pH[3,22,2] 0.909 0.284 0.514 0.866 1.479
beta4_pH[4,22,2] 0.810 0.269 0.430 0.771 1.339
beta4_pH[5,22,2] 0.698 0.541 0.088 0.555 1.993
beta4_pH[6,22,2] 1.961 1.769 0.227 1.337 6.772
beta4_pH[7,22,2] 1.107 0.611 0.348 0.958 2.470
beta4_pH[8,22,2] 0.766 0.423 0.229 0.682 1.700
beta4_pH[9,22,2] 0.926 0.546 0.274 0.777 2.191
beta4_pH[10,22,2] 0.727 0.276 0.348 0.675 1.288
beta4_pH[11,22,2] 0.686 0.246 0.352 0.648 1.196
beta4_pH[12,22,2] 0.926 0.378 0.440 0.839 1.723
beta4_pH[13,22,2] 0.748 0.272 0.380 0.701 1.292
beta4_pH[14,22,2] 1.014 0.337 0.560 0.959 1.693
beta4_pH[15,22,2] 0.912 0.271 0.539 0.868 1.439
beta4_pH[16,22,2] 0.904 0.362 0.417 0.824 1.673
beta4_pH[1,23,2] 0.691 0.288 0.304 0.638 1.285
beta4_pH[2,23,2] 0.844 0.213 0.544 0.810 1.261
beta4_pH[3,23,2] 0.911 0.286 0.513 0.866 1.475
beta4_pH[4,23,2] 0.808 0.267 0.431 0.772 1.338
beta4_pH[5,23,2] 0.662 0.524 0.088 0.529 1.966
beta4_pH[6,23,2] 2.010 1.796 0.224 1.371 6.787
beta4_pH[7,23,2] 1.104 0.618 0.349 0.944 2.504
beta4_pH[8,23,2] 0.752 0.425 0.223 0.660 1.712
beta4_pH[9,23,2] 0.915 0.538 0.278 0.771 2.188
beta4_pH[10,23,2] 0.729 0.273 0.346 0.687 1.281
beta4_pH[11,23,2] 0.685 0.249 0.355 0.634 1.192
beta4_pH[12,23,2] 0.925 0.375 0.439 0.834 1.731
beta4_pH[13,23,2] 0.751 0.272 0.379 0.704 1.295
beta4_pH[14,23,2] 1.030 0.339 0.562 0.968 1.707
beta4_pH[15,23,2] 0.919 0.267 0.539 0.881 1.440
beta4_pH[16,23,2] 0.908 0.359 0.422 0.836 1.657
beta4_pH[1,24,2] 0.695 0.289 0.302 0.646 1.292
beta4_pH[2,24,2] 0.845 0.214 0.543 0.817 1.262
beta4_pH[3,24,2] 0.909 0.284 0.510 0.863 1.473
beta4_pH[4,24,2] 0.803 0.269 0.428 0.756 1.346
beta4_pH[5,24,2] 0.662 0.526 0.085 0.518 1.968
beta4_pH[6,24,2] 1.935 1.730 0.236 1.351 6.630
beta4_pH[7,24,2] 1.090 0.607 0.349 0.936 2.481
beta4_pH[8,24,2] 0.757 0.431 0.224 0.664 1.734
beta4_pH[9,24,2] 0.923 0.539 0.276 0.780 2.184
beta4_pH[10,24,2] 0.725 0.276 0.347 0.681 1.282
beta4_pH[11,24,2] 0.686 0.246 0.353 0.638 1.188
beta4_pH[12,24,2] 0.928 0.376 0.438 0.847 1.727
beta4_pH[13,24,2] 0.752 0.271 0.379 0.709 1.291
beta4_pH[14,24,2] 1.020 0.339 0.561 0.954 1.709
beta4_pH[15,24,2] 0.914 0.272 0.538 0.876 1.443
beta4_pH[16,24,2] 0.894 0.353 0.420 0.827 1.653
beta4_pH[1,25,2] 0.699 0.286 0.306 0.650 1.277
beta4_pH[2,25,2] 0.847 0.211 0.543 0.818 1.257
beta4_pH[3,25,2] 0.911 0.285 0.514 0.864 1.480
beta4_pH[4,25,2] 0.813 0.276 0.427 0.774 1.353
beta4_pH[5,25,2] 0.663 0.523 0.084 0.526 1.995
beta4_pH[6,25,2] 1.946 1.760 0.223 1.340 6.634
beta4_pH[7,25,2] 1.091 0.617 0.348 0.937 2.500
beta4_pH[8,25,2] 0.759 0.431 0.225 0.661 1.711
beta4_pH[9,25,2] 0.916 0.548 0.272 0.768 2.200
beta4_pH[10,25,2] 0.727 0.273 0.349 0.687 1.278
beta4_pH[11,25,2] 0.690 0.247 0.349 0.646 1.187
beta4_pH[12,25,2] 0.927 0.380 0.436 0.834 1.735
beta4_pH[13,25,2] 0.732 0.267 0.379 0.685 1.278
beta4_pH[14,25,2] 1.021 0.332 0.559 0.977 1.685
beta4_pH[15,25,2] 0.918 0.272 0.538 0.876 1.444
beta4_pH[16,25,2] 0.893 0.355 0.419 0.819 1.656
beta4_pH[1,26,2] 0.687 0.286 0.308 0.631 1.286
beta4_pH[2,26,2] 0.853 0.213 0.546 0.829 1.258
beta4_pH[3,26,2] 0.911 0.282 0.511 0.869 1.475
beta4_pH[4,26,2] 0.815 0.272 0.434 0.774 1.347
beta4_pH[5,26,2] 0.669 0.525 0.087 0.533 1.997
beta4_pH[6,26,2] 1.925 1.717 0.229 1.364 6.712
beta4_pH[7,26,2] 1.097 0.601 0.350 0.968 2.466
beta4_pH[8,26,2] 0.765 0.432 0.225 0.675 1.742
beta4_pH[9,26,2] 0.923 0.542 0.276 0.784 2.194
beta4_pH[10,26,2] 0.725 0.280 0.345 0.677 1.294
beta4_pH[11,26,2] 0.692 0.249 0.352 0.649 1.192
beta4_pH[12,26,2] 0.919 0.373 0.440 0.829 1.717
beta4_pH[13,26,2] 0.741 0.267 0.378 0.691 1.293
beta4_pH[14,26,2] 1.031 0.339 0.561 0.979 1.706
beta4_pH[15,26,2] 0.918 0.267 0.539 0.874 1.448
beta4_pH[16,26,2] 0.896 0.361 0.420 0.824 1.659
beta4_pH[1,27,2] 0.691 0.288 0.304 0.637 1.291
beta4_pH[2,27,2] 0.847 0.209 0.544 0.820 1.257
beta4_pH[3,27,2] 0.914 0.283 0.517 0.872 1.473
beta4_pH[4,27,2] 0.808 0.270 0.429 0.764 1.345
beta4_pH[5,27,2] 0.662 0.527 0.087 0.514 1.953
beta4_pH[6,27,2] 1.923 1.770 0.228 1.295 6.766
beta4_pH[7,27,2] 1.116 0.625 0.348 0.971 2.479
beta4_pH[8,27,2] 0.760 0.430 0.227 0.655 1.730
beta4_pH[9,27,2] 0.939 0.546 0.276 0.789 2.196
beta4_pH[10,27,2] 0.722 0.278 0.342 0.665 1.292
beta4_pH[11,27,2] 0.682 0.246 0.351 0.630 1.186
beta4_pH[12,27,2] 0.928 0.378 0.438 0.841 1.726
beta4_pH[13,27,2] 0.750 0.275 0.377 0.698 1.296
beta4_pH[14,27,2] 1.026 0.338 0.557 0.972 1.698
beta4_pH[15,27,2] 0.915 0.269 0.535 0.871 1.443
beta4_pH[16,27,2] 0.907 0.357 0.423 0.847 1.649
beta4_pH[1,28,2] 0.686 0.284 0.305 0.635 1.271
beta4_pH[2,28,2] 0.852 0.211 0.546 0.824 1.259
beta4_pH[3,28,2] 0.917 0.283 0.516 0.880 1.466
beta4_pH[4,28,2] 0.805 0.272 0.430 0.762 1.354
beta4_pH[5,28,2] 0.682 0.533 0.084 0.540 2.002
beta4_pH[6,28,2] 1.896 1.720 0.234 1.296 6.626
beta4_pH[7,28,2] 1.116 0.616 0.349 0.969 2.477
beta4_pH[8,28,2] 0.752 0.422 0.225 0.657 1.699
beta4_pH[9,28,2] 0.926 0.542 0.277 0.770 2.172
beta4_pH[10,28,2] 0.731 0.280 0.349 0.681 1.292
beta4_pH[11,28,2] 0.689 0.249 0.349 0.649 1.188
beta4_pH[12,28,2] 0.929 0.378 0.434 0.844 1.725
beta4_pH[13,28,2] 0.748 0.269 0.380 0.706 1.293
beta4_pH[14,28,2] 1.023 0.331 0.563 0.965 1.700
beta4_pH[15,28,2] 0.917 0.268 0.537 0.882 1.449
beta4_pH[16,28,2] 0.890 0.356 0.421 0.813 1.654
beta4_pH[1,29,2] 0.690 0.288 0.304 0.632 1.282
beta4_pH[2,29,2] 0.855 0.215 0.544 0.833 1.267
beta4_pH[3,29,2] 0.914 0.285 0.516 0.873 1.472
beta4_pH[4,29,2] 0.809 0.270 0.431 0.772 1.347
beta4_pH[5,29,2] 0.673 0.530 0.086 0.533 1.990
beta4_pH[6,29,2] 1.912 1.747 0.227 1.317 6.642
beta4_pH[7,29,2] 1.109 0.626 0.347 0.954 2.505
beta4_pH[8,29,2] 0.753 0.427 0.225 0.656 1.689
beta4_pH[9,29,2] 0.919 0.546 0.274 0.779 2.207
beta4_pH[10,29,2] 0.723 0.278 0.346 0.669 1.292
beta4_pH[11,29,2] 0.688 0.246 0.352 0.645 1.188
beta4_pH[12,29,2] 0.933 0.382 0.437 0.840 1.734
beta4_pH[13,29,2] 0.747 0.271 0.378 0.704 1.296
beta4_pH[14,29,2] 1.033 0.342 0.564 0.980 1.706
beta4_pH[15,29,2] 0.922 0.272 0.539 0.879 1.446
beta4_pH[16,29,2] 0.903 0.366 0.419 0.829 1.668
beta4_pH[1,30,2] 0.681 0.284 0.305 0.622 1.282
beta4_pH[2,30,2] 0.855 0.216 0.545 0.829 1.265
beta4_pH[3,30,2] 0.906 0.283 0.515 0.859 1.479
beta4_pH[4,30,2] 0.799 0.264 0.431 0.754 1.330
beta4_pH[5,30,2] 0.666 0.523 0.086 0.534 1.954
beta4_pH[6,30,2] 1.979 1.751 0.234 1.402 6.658
beta4_pH[7,30,2] 1.113 0.612 0.348 0.962 2.495
beta4_pH[8,30,2] 0.771 0.430 0.226 0.684 1.731
beta4_pH[9,30,2] 0.915 0.531 0.274 0.779 2.167
beta4_pH[10,30,2] 0.726 0.277 0.344 0.681 1.295
beta4_pH[11,30,2] 0.691 0.246 0.354 0.646 1.188
beta4_pH[12,30,2] 0.931 0.380 0.441 0.842 1.725
beta4_pH[13,30,2] 0.743 0.268 0.377 0.690 1.295
beta4_pH[14,30,2] 1.029 0.336 0.561 0.973 1.697
beta4_pH[15,30,2] 0.916 0.274 0.537 0.869 1.454
beta4_pH[16,30,2] 0.901 0.364 0.419 0.825 1.652
beta4_pH[1,31,2] 0.684 0.283 0.306 0.628 1.274
beta4_pH[2,31,2] 0.853 0.218 0.543 0.819 1.263
beta4_pH[3,31,2] 0.911 0.278 0.516 0.859 1.468
beta4_pH[4,31,2] 0.812 0.271 0.430 0.773 1.348
beta4_pH[5,31,2] 0.664 0.522 0.085 0.526 1.992
beta4_pH[6,31,2] 1.956 1.784 0.226 1.302 6.816
beta4_pH[7,31,2] 1.106 0.619 0.347 0.964 2.468
beta4_pH[8,31,2] 0.760 0.430 0.223 0.661 1.712
beta4_pH[9,31,2] 0.930 0.552 0.277 0.777 2.213
beta4_pH[10,31,2] 0.729 0.276 0.345 0.685 1.296
beta4_pH[11,31,2] 0.690 0.248 0.352 0.653 1.190
beta4_pH[12,31,2] 0.924 0.382 0.433 0.840 1.731
beta4_pH[13,31,2] 0.753 0.268 0.381 0.708 1.289
beta4_pH[14,31,2] 1.037 0.336 0.566 0.982 1.698
beta4_pH[15,31,2] 0.913 0.268 0.537 0.870 1.441
beta4_pH[16,31,2] 0.908 0.367 0.420 0.838 1.647
beta4_pH[1,32,2] 0.694 0.288 0.305 0.643 1.288
beta4_pH[2,32,2] 0.854 0.215 0.543 0.823 1.261
beta4_pH[3,32,2] 0.916 0.287 0.512 0.868 1.474
beta4_pH[4,32,2] 0.812 0.274 0.428 0.769 1.349
beta4_pH[5,32,2] 0.674 0.523 0.087 0.542 1.961
beta4_pH[6,32,2] 1.944 1.741 0.233 1.335 6.520
beta4_pH[7,32,2] 1.080 0.608 0.346 0.928 2.467
beta4_pH[8,32,2] 0.763 0.431 0.227 0.659 1.730
beta4_pH[9,32,2] 0.928 0.548 0.275 0.778 2.171
beta4_pH[10,32,2] 0.726 0.276 0.346 0.680 1.292
beta4_pH[11,32,2] 0.687 0.248 0.351 0.645 1.189
beta4_pH[12,32,2] 0.922 0.376 0.435 0.838 1.723
beta4_pH[13,32,2] 0.738 0.268 0.382 0.680 1.288
beta4_pH[14,32,2] 1.034 0.337 0.561 0.977 1.699
beta4_pH[15,32,2] 0.924 0.269 0.538 0.891 1.442
beta4_pH[16,32,2] 0.893 0.357 0.423 0.815 1.661
beta4_pH[1,33,2] 0.685 0.284 0.302 0.638 1.274
beta4_pH[2,33,2] 0.853 0.215 0.542 0.821 1.260
beta4_pH[3,33,2] 0.908 0.286 0.510 0.866 1.468
beta4_pH[4,33,2] 0.812 0.267 0.429 0.778 1.345
beta4_pH[5,33,2] 0.666 0.518 0.086 0.535 1.945
beta4_pH[6,33,2] 1.931 1.731 0.227 1.337 6.571
beta4_pH[7,33,2] 1.101 0.619 0.344 0.941 2.492
beta4_pH[8,33,2] 0.760 0.436 0.225 0.658 1.724
beta4_pH[9,33,2] 0.928 0.544 0.277 0.783 2.191
beta4_pH[10,33,2] 0.730 0.280 0.349 0.678 1.292
beta4_pH[11,33,2] 0.690 0.243 0.352 0.650 1.186
beta4_pH[12,33,2] 0.935 0.377 0.437 0.862 1.730
beta4_pH[13,33,2] 0.744 0.272 0.379 0.698 1.292
beta4_pH[14,33,2] 1.026 0.332 0.563 0.968 1.698
beta4_pH[15,33,2] 0.924 0.271 0.536 0.886 1.446
beta4_pH[16,33,2] 0.896 0.364 0.418 0.827 1.665
beta4_pH[1,34,2] 0.691 0.287 0.306 0.636 1.287
beta4_pH[2,34,2] 0.849 0.215 0.543 0.818 1.262
beta4_pH[3,34,2] 0.916 0.285 0.513 0.874 1.474
beta4_pH[4,34,2] 0.807 0.268 0.430 0.765 1.343
beta4_pH[5,34,2] 0.667 0.522 0.086 0.526 1.949
beta4_pH[6,34,2] 1.981 1.789 0.232 1.348 6.811
beta4_pH[7,34,2] 1.109 0.612 0.352 0.960 2.485
beta4_pH[8,34,2] 0.752 0.431 0.222 0.659 1.714
beta4_pH[9,34,2] 0.922 0.545 0.274 0.773 2.209
beta4_pH[10,34,2] 0.723 0.273 0.345 0.681 1.273
beta4_pH[11,34,2] 0.690 0.249 0.352 0.646 1.193
beta4_pH[12,34,2] 0.939 0.384 0.439 0.847 1.740
beta4_pH[13,34,2] 0.747 0.266 0.381 0.705 1.283
beta4_pH[14,34,2] 1.023 0.334 0.563 0.962 1.681
beta4_pH[15,34,2] 0.920 0.268 0.539 0.888 1.448
beta4_pH[16,34,2] 0.905 0.364 0.422 0.824 1.660
beta4_pH[1,35,2] 0.415 0.147 0.203 0.392 0.756
beta4_pH[2,35,2] 0.782 0.085 0.627 0.777 0.963
beta4_pH[3,35,2] 1.028 0.167 0.736 1.018 1.391
beta4_pH[4,35,2] 0.593 0.219 0.271 0.562 1.121
beta4_pH[5,35,2] 0.124 0.092 0.027 0.098 0.378
beta4_pH[6,35,2] 0.744 0.655 0.125 0.558 2.555
beta4_pH[7,35,2] 2.207 1.764 0.418 1.733 7.118
beta4_pH[8,35,2] 0.512 0.257 0.180 0.459 1.158
beta4_pH[9,35,2] 0.612 0.558 0.105 0.452 2.136
beta4_pH[10,35,2] 0.627 0.131 0.407 0.617 0.919
beta4_pH[11,35,2] 0.752 0.203 0.439 0.727 1.206
beta4_pH[12,35,2] 1.463 0.983 0.361 1.216 3.948
beta4_pH[13,35,2] 0.729 0.108 0.540 0.723 0.968
beta4_pH[14,35,2] 0.802 0.265 0.411 0.756 1.433
beta4_pH[15,35,2] 0.882 0.121 0.664 0.875 1.132
beta4_pH[16,35,2] 0.593 0.262 0.232 0.546 1.247
beta4_pH[1,36,2] 0.912 0.205 0.585 0.889 1.380
beta4_pH[2,36,2] 0.860 0.114 0.659 0.853 1.103
beta4_pH[3,36,2] 0.873 0.147 0.619 0.860 1.190
beta4_pH[4,36,2] 0.769 0.240 0.409 0.731 1.345
beta4_pH[5,36,2] 0.663 0.715 0.071 0.438 2.633
beta4_pH[6,36,2] 5.812 4.311 0.786 4.568 17.379
beta4_pH[7,36,2] 1.153 0.652 0.347 1.012 2.841
beta4_pH[8,36,2] 0.930 0.400 0.384 0.850 1.904
beta4_pH[9,36,2] 0.544 0.383 0.121 0.444 1.521
beta4_pH[10,36,2] 0.456 0.123 0.264 0.438 0.748
beta4_pH[11,36,2] 0.555 0.108 0.372 0.545 0.782
beta4_pH[12,36,2] 0.839 0.447 0.270 0.743 2.035
beta4_pH[13,36,2] 0.791 0.128 0.573 0.780 1.068
beta4_pH[14,36,2] 1.257 0.458 0.604 1.178 2.362
beta4_pH[15,36,2] 0.956 0.139 0.710 0.944 1.256
beta4_pH[16,36,2] 1.023 0.394 0.465 0.953 1.948
beta4_pH[1,37,2] 0.767 0.173 0.487 0.746 1.171
beta4_pH[2,37,2] 0.772 0.087 0.620 0.765 0.955
beta4_pH[3,37,2] 0.904 0.138 0.670 0.894 1.216
beta4_pH[4,37,2] 0.750 0.224 0.395 0.719 1.259
beta4_pH[5,37,2] 1.090 1.258 0.113 0.715 4.271
beta4_pH[6,37,2] 2.111 2.163 0.254 1.423 8.018
beta4_pH[7,37,2] 1.246 0.842 0.305 1.036 3.456
beta4_pH[8,37,2] 0.962 0.398 0.409 0.890 1.967
beta4_pH[9,37,2] 1.800 1.936 0.200 1.190 7.100
beta4_pH[10,37,2] 0.768 0.153 0.507 0.751 1.099
beta4_pH[11,37,2] 0.839 0.171 0.552 0.826 1.219
beta4_pH[12,37,2] 0.786 0.500 0.216 0.673 2.008
beta4_pH[13,37,2] 0.618 0.093 0.453 0.612 0.816
beta4_pH[14,37,2] 1.018 0.367 0.470 0.963 1.889
beta4_pH[15,37,2] 0.701 0.102 0.523 0.692 0.917
beta4_pH[16,37,2] 0.609 0.189 0.315 0.584 1.044
beta4_pH[1,38,2] 0.732 0.149 0.474 0.719 1.069
beta4_pH[2,38,2] 0.714 0.081 0.569 0.710 0.884
beta4_pH[3,38,2] 0.900 0.159 0.634 0.882 1.234
beta4_pH[4,38,2] 0.902 0.244 0.518 0.867 1.476
beta4_pH[5,38,2] 0.517 0.422 0.091 0.391 1.631
beta4_pH[6,38,2] 1.633 1.966 0.139 0.979 7.514
beta4_pH[7,38,2] 0.507 0.309 0.145 0.435 1.349
beta4_pH[8,38,2] 0.757 0.292 0.337 0.710 1.478
beta4_pH[9,38,2] 1.549 1.043 0.359 1.304 4.189
beta4_pH[10,38,2] 0.721 0.160 0.457 0.704 1.078
beta4_pH[11,38,2] 0.532 0.136 0.311 0.515 0.846
beta4_pH[12,38,2] 0.783 0.522 0.207 0.654 2.128
beta4_pH[13,38,2] 0.910 0.180 0.603 0.893 1.311
beta4_pH[14,38,2] 1.128 0.444 0.496 1.056 2.230
beta4_pH[15,38,2] 0.846 0.098 0.672 0.838 1.058
beta4_pH[16,38,2] 0.811 0.333 0.349 0.753 1.643
beta4_pH[1,39,2] 0.706 0.145 0.465 0.690 1.037
beta4_pH[2,39,2] 0.870 0.105 0.688 0.861 1.097
beta4_pH[3,39,2] 0.843 0.122 0.630 0.834 1.110
beta4_pH[4,39,2] 0.839 0.271 0.431 0.795 1.480
beta4_pH[5,39,2] 1.137 1.268 0.115 0.752 4.648
beta4_pH[6,39,2] 0.468 0.590 0.039 0.284 1.928
beta4_pH[7,39,2] 1.935 1.738 0.296 1.422 6.803
beta4_pH[8,39,2] 1.421 0.772 0.444 1.251 3.326
beta4_pH[9,39,2] 2.016 1.629 0.374 1.561 6.367
beta4_pH[10,39,2] 0.760 0.208 0.429 0.733 1.243
beta4_pH[11,39,2] 0.688 0.173 0.417 0.666 1.082
beta4_pH[12,39,2] 0.791 0.475 0.225 0.683 2.041
beta4_pH[13,39,2] 0.725 0.119 0.518 0.714 0.985
beta4_pH[14,39,2] 0.998 0.386 0.448 0.929 1.917
beta4_pH[15,39,2] 0.996 0.109 0.799 0.992 1.228
beta4_pH[16,39,2] 0.858 0.353 0.367 0.796 1.747
beta4_pH[1,40,2] 0.772 0.135 0.541 0.761 1.062
beta4_pH[2,40,2] 0.762 0.085 0.611 0.756 0.943
beta4_pH[3,40,2] 0.927 0.143 0.681 0.916 1.234
beta4_pH[4,40,2] 0.890 0.207 0.545 0.867 1.374
beta4_pH[5,40,2] 0.322 0.228 0.076 0.258 0.919
beta4_pH[6,40,2] 2.037 2.099 0.226 1.381 8.169
beta4_pH[7,40,2] 1.546 1.397 0.277 1.146 5.248
beta4_pH[8,40,2] 0.356 0.267 0.072 0.287 1.054
beta4_pH[9,40,2] 0.542 0.551 0.073 0.377 2.114
beta4_pH[10,40,2] 0.911 0.247 0.510 0.882 1.483
beta4_pH[11,40,2] 0.466 0.113 0.279 0.454 0.717
beta4_pH[12,40,2] 0.650 0.387 0.188 0.561 1.655
beta4_pH[13,40,2] 0.782 0.119 0.577 0.774 1.033
beta4_pH[14,40,2] 0.766 0.254 0.384 0.728 1.373
beta4_pH[15,40,2] 0.838 0.096 0.665 0.831 1.046
beta4_pH[16,40,2] 1.159 0.481 0.494 1.076 2.311
beta4_pH[1,41,2] 0.613 0.135 0.393 0.597 0.926
beta4_pH[2,41,2] 0.789 0.103 0.602 0.783 1.015
beta4_pH[3,41,2] 0.879 0.139 0.636 0.868 1.171
beta4_pH[4,41,2] 0.881 0.379 0.359 0.800 1.812
beta4_pH[5,41,2] 1.417 0.811 0.441 1.217 3.510
beta4_pH[6,41,2] 2.983 3.069 0.263 1.953 12.209
beta4_pH[7,41,2] 0.812 0.481 0.239 0.697 2.054
beta4_pH[8,41,2] 1.178 0.691 0.348 1.026 2.942
beta4_pH[9,41,2] 0.506 0.546 0.055 0.345 1.953
beta4_pH[10,41,2] 0.778 0.168 0.504 0.761 1.166
beta4_pH[11,41,2] 0.847 0.232 0.478 0.815 1.389
beta4_pH[12,41,2] 0.972 0.488 0.352 0.866 2.157
beta4_pH[13,41,2] 0.700 0.111 0.509 0.691 0.940
beta4_pH[14,41,2] 1.133 0.351 0.604 1.076 1.981
beta4_pH[15,41,2] 0.785 0.097 0.617 0.779 0.997
beta4_pH[16,41,2] 0.932 0.438 0.358 0.842 2.013
beta4_pH[1,42,2] 0.672 0.143 0.438 0.656 1.000
beta4_pH[2,42,2] 0.780 0.097 0.610 0.772 0.985
beta4_pH[3,42,2] 0.799 0.151 0.538 0.786 1.129
beta4_pH[4,42,2] 0.972 0.313 0.490 0.930 1.697
beta4_pH[5,42,2] 1.418 1.537 0.159 0.922 5.623
beta4_pH[6,42,2] 0.343 0.271 0.070 0.266 1.015
beta4_pH[7,42,2] 0.947 0.605 0.245 0.812 2.425
beta4_pH[8,42,2] 0.769 0.329 0.304 0.708 1.568
beta4_pH[9,42,2] 0.804 0.623 0.173 0.637 2.377
beta4_pH[10,42,2] 0.921 0.203 0.588 0.902 1.382
beta4_pH[11,42,2] 0.637 0.142 0.410 0.619 0.961
beta4_pH[12,42,2] 0.838 0.394 0.313 0.761 1.823
beta4_pH[13,42,2] 0.507 0.158 0.263 0.483 0.884
beta4_pH[14,42,2] 0.909 0.320 0.438 0.863 1.655
beta4_pH[15,42,2] 0.923 0.092 0.754 0.921 1.114
beta4_pH[16,42,2] 0.574 0.207 0.271 0.542 1.062
beta4_pH[1,43,2] 0.799 0.189 0.497 0.782 1.206
beta4_pH[2,43,2] 0.753 0.082 0.607 0.746 0.928
beta4_pH[3,43,2] 0.672 0.097 0.503 0.666 0.881
beta4_pH[4,43,2] 0.839 0.273 0.430 0.804 1.476
beta4_pH[5,43,2] 1.609 0.748 0.614 1.463 3.400
beta4_pH[6,43,2] 1.147 0.932 0.223 0.908 3.499
beta4_pH[7,43,2] 0.719 0.599 0.128 0.564 2.229
beta4_pH[8,43,2] 0.628 0.278 0.251 0.578 1.322
beta4_pH[9,43,2] 1.170 1.097 0.165 0.833 4.165
beta4_pH[10,43,2] 0.678 0.147 0.440 0.662 1.019
beta4_pH[11,43,2] 0.637 0.137 0.414 0.624 0.942
beta4_pH[12,43,2] 0.772 0.391 0.277 0.693 1.725
beta4_pH[13,43,2] 0.586 0.117 0.391 0.574 0.844
beta4_pH[14,43,2] 1.104 0.345 0.572 1.055 1.912
beta4_pH[15,43,2] 0.849 0.102 0.671 0.843 1.070
beta4_pH[16,43,2] 1.222 0.455 0.552 1.146 2.305
beta4_pH[1,44,2] 0.609 0.162 0.356 0.587 0.975
beta4_pH[2,44,2] 0.704 0.079 0.564 0.699 0.881
beta4_pH[3,44,2] 0.634 0.099 0.463 0.628 0.846
beta4_pH[4,44,2] 0.834 0.212 0.491 0.812 1.330
beta4_pH[5,44,2] 1.253 0.599 0.460 1.142 2.698
beta4_pH[6,44,2] 1.323 1.548 0.122 0.832 5.298
beta4_pH[7,44,2] 1.184 0.681 0.358 1.033 2.873
beta4_pH[8,44,2] 0.440 0.291 0.118 0.365 1.206
beta4_pH[9,44,2] 1.033 0.906 0.150 0.773 3.731
beta4_pH[10,44,2] 0.624 0.155 0.382 0.606 0.977
beta4_pH[11,44,2] 0.356 0.118 0.170 0.340 0.629
beta4_pH[12,44,2] 0.605 0.334 0.204 0.528 1.420
beta4_pH[13,44,2] 0.541 0.098 0.373 0.533 0.750
beta4_pH[14,44,2] 0.682 0.177 0.396 0.660 1.087
beta4_pH[15,44,2] 0.644 0.085 0.495 0.639 0.826
beta4_pH[16,44,2] 0.429 0.189 0.170 0.395 0.925
beta4_pH[1,45,2] 0.795 0.189 0.478 0.776 1.238
beta4_pH[2,45,2] 0.706 0.090 0.548 0.699 0.899
beta4_pH[3,45,2] 0.766 0.138 0.531 0.753 1.077
beta4_pH[4,45,2] 0.752 0.194 0.444 0.729 1.213
beta4_pH[5,45,2] 0.980 1.204 0.105 0.607 3.904
beta4_pH[6,45,2] 1.226 1.196 0.173 0.873 4.432
beta4_pH[7,45,2] 0.697 0.590 0.118 0.520 2.334
beta4_pH[8,45,2] 1.187 0.539 0.463 1.076 2.495
beta4_pH[9,45,2] 0.106 0.125 0.011 0.069 0.425
beta4_pH[10,45,2] 0.853 0.201 0.525 0.828 1.320
beta4_pH[11,45,2] 0.474 0.104 0.304 0.463 0.710
beta4_pH[12,45,2] 0.777 0.349 0.309 0.706 1.637
beta4_pH[13,45,2] 0.463 0.077 0.335 0.456 0.626
beta4_pH[14,45,2] 0.745 0.173 0.461 0.725 1.141
beta4_pH[15,45,2] 0.509 0.071 0.385 0.503 0.660
beta4_pH[16,45,2] 0.264 0.161 0.075 0.225 0.673
beta4_pH[1,46,2] 0.799 0.163 0.524 0.786 1.159
beta4_pH[2,46,2] 0.681 0.096 0.514 0.674 0.888
beta4_pH[3,46,2] 0.762 0.117 0.559 0.753 1.006
beta4_pH[4,46,2] 0.882 0.331 0.409 0.823 1.705
beta4_pH[5,46,2] 1.125 0.626 0.369 0.982 2.751
beta4_pH[6,46,2] 1.444 1.727 0.121 0.882 6.278
beta4_pH[7,46,2] 1.626 1.207 0.361 1.301 4.915
beta4_pH[8,46,2] 1.066 0.488 0.399 0.972 2.242
beta4_pH[9,46,2] 1.656 1.610 0.220 1.170 6.079
beta4_pH[10,46,2] 0.665 0.178 0.388 0.641 1.074
beta4_pH[11,46,2] 0.703 0.159 0.445 0.684 1.059
beta4_pH[12,46,2] 1.147 0.600 0.402 1.020 2.721
beta4_pH[13,46,2] 0.601 0.185 0.319 0.571 1.037
beta4_pH[14,46,2] 0.987 0.373 0.467 0.927 1.909
beta4_pH[15,46,2] 0.619 0.074 0.492 0.614 0.782
beta4_pH[16,46,2] 0.613 0.264 0.254 0.562 1.266
beta4_pH[1,47,2] 0.625 0.147 0.390 0.608 0.960
beta4_pH[2,47,2] 0.768 0.111 0.573 0.761 1.003
beta4_pH[3,47,2] 0.769 0.115 0.565 0.761 1.024
beta4_pH[4,47,2] 0.545 0.223 0.234 0.505 1.092
beta4_pH[5,47,2] 0.111 0.086 0.022 0.088 0.338
beta4_pH[6,47,2] 0.183 0.130 0.042 0.149 0.522
beta4_pH[7,47,2] 0.489 0.471 0.084 0.362 1.593
beta4_pH[8,47,2] 0.862 0.587 0.214 0.713 2.345
beta4_pH[9,47,2] 0.472 0.650 0.041 0.271 2.191
beta4_pH[10,47,2] 0.844 0.275 0.431 0.802 1.509
beta4_pH[11,47,2] 0.587 0.124 0.382 0.575 0.857
beta4_pH[12,47,2] 1.626 0.972 0.468 1.399 4.232
beta4_pH[13,47,2] 0.679 0.117 0.481 0.669 0.934
beta4_pH[14,47,2] 0.874 0.326 0.401 0.824 1.685
beta4_pH[15,47,2] 0.709 0.115 0.512 0.702 0.952
beta4_pH[16,47,2] 0.817 0.331 0.355 0.757 1.634
beta4_pH[1,1,3] 0.697 0.286 0.305 0.647 1.288
beta4_pH[2,1,3] 0.856 0.218 0.542 0.828 1.263
beta4_pH[3,1,3] 0.912 0.282 0.514 0.865 1.472
beta4_pH[4,1,3] 0.811 0.269 0.431 0.777 1.339
beta4_pH[5,1,3] 0.664 0.525 0.086 0.522 1.964
beta4_pH[6,1,3] 1.980 1.776 0.234 1.345 6.692
beta4_pH[7,1,3] 1.117 0.614 0.351 0.961 2.495
beta4_pH[8,1,3] 0.761 0.431 0.226 0.668 1.722
beta4_pH[9,1,3] 0.924 0.536 0.276 0.781 2.169
beta4_pH[10,1,3] 0.724 0.277 0.343 0.674 1.283
beta4_pH[11,1,3] 0.683 0.246 0.352 0.636 1.185
beta4_pH[12,1,3] 0.933 0.384 0.434 0.839 1.733
beta4_pH[13,1,3] 0.741 0.267 0.380 0.692 1.287
beta4_pH[14,1,3] 1.033 0.341 0.560 0.978 1.705
beta4_pH[15,1,3] 0.914 0.267 0.536 0.874 1.439
beta4_pH[16,1,3] 0.895 0.362 0.418 0.826 1.646
beta4_pH[1,2,3] 0.685 0.280 0.306 0.639 1.278
beta4_pH[2,2,3] 0.850 0.215 0.544 0.819 1.261
beta4_pH[3,2,3] 0.919 0.286 0.514 0.878 1.475
beta4_pH[4,2,3] 0.805 0.272 0.429 0.760 1.343
beta4_pH[5,2,3] 0.667 0.522 0.087 0.526 1.964
beta4_pH[6,2,3] 1.940 1.749 0.226 1.326 6.691
beta4_pH[7,2,3] 1.107 0.608 0.349 0.974 2.480
beta4_pH[8,2,3] 0.772 0.436 0.229 0.666 1.732
beta4_pH[9,2,3] 0.916 0.541 0.277 0.775 2.203
beta4_pH[10,2,3] 0.725 0.275 0.347 0.680 1.289
beta4_pH[11,2,3] 0.683 0.245 0.351 0.636 1.189
beta4_pH[12,2,3] 0.934 0.383 0.440 0.842 1.729
beta4_pH[13,2,3] 0.750 0.272 0.379 0.703 1.300
beta4_pH[14,2,3] 1.032 0.337 0.560 0.976 1.705
beta4_pH[15,2,3] 0.921 0.268 0.540 0.880 1.448
beta4_pH[16,2,3] 0.899 0.362 0.423 0.826 1.658
beta4_pH[1,3,3] 0.689 0.288 0.303 0.635 1.276
beta4_pH[2,3,3] 0.853 0.214 0.546 0.818 1.268
beta4_pH[3,3,3] 0.908 0.282 0.511 0.867 1.471
beta4_pH[4,3,3] 0.807 0.271 0.427 0.766 1.350
beta4_pH[5,3,3] 0.675 0.533 0.086 0.515 1.973
beta4_pH[6,3,3] 1.907 1.724 0.231 1.304 6.607
beta4_pH[7,3,3] 1.095 0.612 0.348 0.944 2.477
beta4_pH[8,3,3] 0.759 0.430 0.226 0.662 1.719
beta4_pH[9,3,3] 0.925 0.543 0.273 0.786 2.209
beta4_pH[10,3,3] 0.732 0.279 0.345 0.683 1.295
beta4_pH[11,3,3] 0.685 0.246 0.352 0.635 1.185
beta4_pH[12,3,3] 0.919 0.379 0.437 0.833 1.732
beta4_pH[13,3,3] 0.744 0.268 0.378 0.700 1.283
beta4_pH[14,3,3] 1.036 0.340 0.565 0.982 1.708
beta4_pH[15,3,3] 0.913 0.267 0.537 0.875 1.438
beta4_pH[16,3,3] 0.908 0.362 0.420 0.839 1.661
beta4_pH[1,4,3] 0.692 0.287 0.304 0.642 1.286
beta4_pH[2,4,3] 0.844 0.213 0.543 0.813 1.261
beta4_pH[3,4,3] 0.908 0.282 0.513 0.866 1.470
beta4_pH[4,4,3] 0.809 0.273 0.430 0.762 1.350
beta4_pH[5,4,3] 0.675 0.529 0.086 0.533 1.960
beta4_pH[6,4,3] 1.976 1.798 0.227 1.346 6.771
beta4_pH[7,4,3] 1.106 0.618 0.350 0.951 2.502
beta4_pH[8,4,3] 0.756 0.426 0.228 0.666 1.702
beta4_pH[9,4,3] 0.925 0.541 0.276 0.779 2.167
beta4_pH[10,4,3] 0.726 0.277 0.344 0.675 1.289
beta4_pH[11,4,3] 0.693 0.250 0.352 0.649 1.190
beta4_pH[12,4,3] 0.934 0.377 0.439 0.843 1.732
beta4_pH[13,4,3] 0.750 0.272 0.378 0.705 1.297
beta4_pH[14,4,3] 1.031 0.335 0.565 0.983 1.697
beta4_pH[15,4,3] 0.917 0.268 0.540 0.872 1.435
beta4_pH[16,4,3] 0.910 0.365 0.420 0.834 1.668
beta4_pH[1,5,3] 0.692 0.285 0.304 0.643 1.286
beta4_pH[2,5,3] 0.851 0.213 0.542 0.825 1.258
beta4_pH[3,5,3] 0.909 0.283 0.512 0.863 1.469
beta4_pH[4,5,3] 0.801 0.272 0.428 0.754 1.341
beta4_pH[5,5,3] 0.661 0.515 0.088 0.522 1.906
beta4_pH[6,5,3] 1.918 1.732 0.223 1.310 6.557
beta4_pH[7,5,3] 1.123 0.628 0.350 0.966 2.480
beta4_pH[8,5,3] 0.759 0.432 0.227 0.659 1.727
beta4_pH[9,5,3] 0.928 0.545 0.278 0.785 2.199
beta4_pH[10,5,3] 0.728 0.281 0.345 0.682 1.290
beta4_pH[11,5,3] 0.689 0.248 0.352 0.639 1.191
beta4_pH[12,5,3] 0.925 0.379 0.436 0.847 1.735
beta4_pH[13,5,3] 0.744 0.269 0.378 0.698 1.288
beta4_pH[14,5,3] 1.030 0.335 0.561 0.980 1.706
beta4_pH[15,5,3] 0.916 0.269 0.538 0.870 1.438
beta4_pH[16,5,3] 0.906 0.363 0.420 0.838 1.650
beta4_pH[1,6,3] 0.689 0.285 0.304 0.643 1.274
beta4_pH[2,6,3] 0.854 0.215 0.544 0.828 1.264
beta4_pH[3,6,3] 0.922 0.286 0.516 0.880 1.476
beta4_pH[4,6,3] 0.817 0.273 0.434 0.776 1.343
beta4_pH[5,6,3] 0.670 0.524 0.089 0.536 1.992
beta4_pH[6,6,3] 1.961 1.772 0.229 1.357 6.692
beta4_pH[7,6,3] 1.101 0.610 0.347 0.954 2.490
beta4_pH[8,6,3] 0.759 0.427 0.223 0.669 1.719
beta4_pH[9,6,3] 0.928 0.549 0.273 0.785 2.188
beta4_pH[10,6,3] 0.722 0.277 0.345 0.675 1.285
beta4_pH[11,6,3] 0.692 0.249 0.351 0.650 1.193
beta4_pH[12,6,3] 0.928 0.374 0.435 0.846 1.720
beta4_pH[13,6,3] 0.753 0.267 0.380 0.716 1.293
beta4_pH[14,6,3] 1.029 0.337 0.561 0.974 1.708
beta4_pH[15,6,3] 0.925 0.271 0.537 0.886 1.446
beta4_pH[16,6,3] 0.903 0.367 0.422 0.830 1.661
beta4_pH[1,7,3] 0.688 0.284 0.304 0.638 1.281
beta4_pH[2,7,3] 0.852 0.214 0.544 0.823 1.256
beta4_pH[3,7,3] 0.911 0.287 0.516 0.856 1.477
beta4_pH[4,7,3] 0.807 0.266 0.433 0.763 1.341
beta4_pH[5,7,3] 0.685 0.531 0.087 0.552 1.999
beta4_pH[6,7,3] 1.953 1.758 0.228 1.326 6.639
beta4_pH[7,7,3] 1.094 0.618 0.347 0.927 2.516
beta4_pH[8,7,3] 0.765 0.439 0.227 0.652 1.733
beta4_pH[9,7,3] 0.925 0.542 0.277 0.778 2.183
beta4_pH[10,7,3] 0.721 0.276 0.346 0.671 1.292
beta4_pH[11,7,3] 0.687 0.247 0.353 0.642 1.191
beta4_pH[12,7,3] 0.924 0.375 0.439 0.833 1.736
beta4_pH[13,7,3] 0.752 0.270 0.380 0.702 1.293
beta4_pH[14,7,3] 1.018 0.336 0.560 0.949 1.697
beta4_pH[15,7,3] 0.925 0.272 0.537 0.886 1.446
beta4_pH[16,7,3] 0.901 0.359 0.420 0.834 1.654
beta4_pH[1,8,3] 0.690 0.288 0.307 0.642 1.293
beta4_pH[2,8,3] 0.858 0.217 0.547 0.829 1.263
beta4_pH[3,8,3] 0.916 0.286 0.514 0.869 1.479
beta4_pH[4,8,3] 0.804 0.273 0.428 0.755 1.345
beta4_pH[5,8,3] 0.667 0.516 0.086 0.531 1.977
beta4_pH[6,8,3] 1.957 1.783 0.228 1.317 6.830
beta4_pH[7,8,3] 1.074 0.596 0.347 0.918 2.460
beta4_pH[8,8,3] 0.750 0.426 0.227 0.665 1.722
beta4_pH[9,8,3] 0.933 0.550 0.274 0.777 2.187
beta4_pH[10,8,3] 0.733 0.283 0.344 0.688 1.294
beta4_pH[11,8,3] 0.689 0.244 0.350 0.651 1.184
beta4_pH[12,8,3] 0.928 0.385 0.437 0.835 1.739
beta4_pH[13,8,3] 0.751 0.271 0.381 0.705 1.295
beta4_pH[14,8,3] 1.024 0.334 0.563 0.968 1.690
beta4_pH[15,8,3] 0.918 0.265 0.537 0.882 1.435
beta4_pH[16,8,3] 0.904 0.364 0.421 0.824 1.657
beta4_pH[1,9,3] 0.690 0.292 0.302 0.639 1.288
beta4_pH[2,9,3] 0.856 0.213 0.545 0.833 1.259
beta4_pH[3,9,3] 0.912 0.284 0.514 0.874 1.478
beta4_pH[4,9,3] 0.808 0.271 0.430 0.767 1.355
beta4_pH[5,9,3] 0.662 0.526 0.089 0.517 2.005
beta4_pH[6,9,3] 1.927 1.744 0.226 1.347 6.712
beta4_pH[7,9,3] 1.095 0.617 0.345 0.946 2.497
beta4_pH[8,9,3] 0.747 0.422 0.225 0.653 1.740
beta4_pH[9,9,3] 0.924 0.534 0.275 0.788 2.184
beta4_pH[10,9,3] 0.727 0.278 0.346 0.684 1.294
beta4_pH[11,9,3] 0.691 0.250 0.353 0.645 1.186
beta4_pH[12,9,3] 0.930 0.376 0.440 0.834 1.729
beta4_pH[13,9,3] 0.749 0.270 0.379 0.707 1.291
beta4_pH[14,9,3] 1.035 0.335 0.563 0.975 1.698
beta4_pH[15,9,3] 0.917 0.266 0.540 0.883 1.446
beta4_pH[16,9,3] 0.904 0.365 0.418 0.833 1.660
beta4_pH[1,10,3] 0.698 0.288 0.303 0.648 1.275
beta4_pH[2,10,3] 0.852 0.213 0.544 0.822 1.259
beta4_pH[3,10,3] 0.905 0.281 0.512 0.862 1.480
beta4_pH[4,10,3] 0.806 0.273 0.430 0.763 1.352
beta4_pH[5,10,3] 0.679 0.534 0.087 0.535 1.975
beta4_pH[6,10,3] 1.965 1.760 0.232 1.359 6.757
beta4_pH[7,10,3] 1.100 0.608 0.347 0.953 2.492
beta4_pH[8,10,3] 0.751 0.422 0.226 0.660 1.710
beta4_pH[9,10,3] 0.930 0.549 0.270 0.782 2.197
beta4_pH[10,10,3] 0.716 0.278 0.346 0.667 1.284
beta4_pH[11,10,3] 0.684 0.244 0.352 0.640 1.184
beta4_pH[12,10,3] 0.938 0.381 0.439 0.850 1.732
beta4_pH[13,10,3] 0.750 0.273 0.380 0.700 1.292
beta4_pH[14,10,3] 1.032 0.335 0.561 0.978 1.700
beta4_pH[15,10,3] 0.926 0.274 0.539 0.888 1.448
beta4_pH[16,10,3] 0.901 0.360 0.418 0.820 1.645
beta4_pH[1,11,3] 0.692 0.285 0.308 0.645 1.279
beta4_pH[2,11,3] 0.860 0.216 0.544 0.832 1.263
beta4_pH[3,11,3] 0.911 0.283 0.514 0.867 1.473
beta4_pH[4,11,3] 0.815 0.275 0.432 0.768 1.351
beta4_pH[5,11,3] 0.668 0.522 0.087 0.544 1.957
beta4_pH[6,11,3] 1.933 1.727 0.230 1.332 6.671
beta4_pH[7,11,3] 1.098 0.616 0.349 0.949 2.509
beta4_pH[8,11,3] 0.749 0.436 0.225 0.634 1.728
beta4_pH[9,11,3] 0.922 0.543 0.276 0.777 2.190
beta4_pH[10,11,3] 0.734 0.276 0.346 0.692 1.295
beta4_pH[11,11,3] 0.691 0.246 0.352 0.649 1.187
beta4_pH[12,11,3] 0.930 0.381 0.438 0.847 1.741
beta4_pH[13,11,3] 0.748 0.270 0.382 0.697 1.293
beta4_pH[14,11,3] 1.034 0.333 0.563 0.979 1.702
beta4_pH[15,11,3] 0.917 0.268 0.537 0.876 1.436
beta4_pH[16,11,3] 0.880 0.356 0.418 0.803 1.647
beta4_pH[1,12,3] 0.686 0.280 0.305 0.641 1.273
beta4_pH[2,12,3] 0.850 0.216 0.543 0.823 1.259
beta4_pH[3,12,3] 0.913 0.284 0.518 0.863 1.475
beta4_pH[4,12,3] 0.809 0.269 0.432 0.764 1.350
beta4_pH[5,12,3] 0.657 0.511 0.086 0.544 1.915
beta4_pH[6,12,3] 1.917 1.722 0.231 1.326 6.647
beta4_pH[7,12,3] 1.117 0.626 0.346 0.944 2.495
beta4_pH[8,12,3] 0.762 0.433 0.226 0.662 1.723
beta4_pH[9,12,3] 0.927 0.545 0.276 0.776 2.188
beta4_pH[10,12,3] 0.730 0.280 0.348 0.683 1.296
beta4_pH[11,12,3] 0.690 0.245 0.355 0.651 1.191
beta4_pH[12,12,3] 0.926 0.380 0.438 0.834 1.730
beta4_pH[13,12,3] 0.746 0.270 0.379 0.695 1.292
beta4_pH[14,12,3] 1.014 0.332 0.561 0.956 1.704
beta4_pH[15,12,3] 0.914 0.272 0.539 0.872 1.437
beta4_pH[16,12,3] 0.895 0.356 0.421 0.823 1.641
beta4_pH[1,13,3] 0.690 0.286 0.306 0.634 1.277
beta4_pH[2,13,3] 0.854 0.217 0.543 0.826 1.267
beta4_pH[3,13,3] 0.912 0.280 0.515 0.871 1.466
beta4_pH[4,13,3] 0.819 0.273 0.432 0.781 1.351
beta4_pH[5,13,3] 0.674 0.517 0.088 0.538 1.933
beta4_pH[6,13,3] 1.972 1.769 0.227 1.366 6.798
beta4_pH[7,13,3] 1.093 0.626 0.347 0.929 2.510
beta4_pH[8,13,3] 0.778 0.428 0.231 0.693 1.714
beta4_pH[9,13,3] 0.931 0.547 0.277 0.790 2.208
beta4_pH[10,13,3] 0.732 0.280 0.347 0.685 1.291
beta4_pH[11,13,3] 0.689 0.250 0.353 0.639 1.193
beta4_pH[12,13,3] 0.939 0.379 0.443 0.856 1.730
beta4_pH[13,13,3] 0.743 0.271 0.379 0.699 1.293
beta4_pH[14,13,3] 1.034 0.336 0.562 0.979 1.687
beta4_pH[15,13,3] 0.920 0.272 0.539 0.873 1.445
beta4_pH[16,13,3] 0.909 0.367 0.420 0.838 1.668
beta4_pH[1,14,3] 0.700 0.292 0.304 0.650 1.293
beta4_pH[2,14,3] 0.851 0.214 0.544 0.820 1.262
beta4_pH[3,14,3] 0.920 0.289 0.512 0.874 1.477
beta4_pH[4,14,3] 0.807 0.272 0.429 0.765 1.341
beta4_pH[5,14,3] 0.692 0.534 0.085 0.565 1.986
beta4_pH[6,14,3] 1.966 1.782 0.227 1.350 6.757
beta4_pH[7,14,3] 1.113 0.619 0.346 0.947 2.480
beta4_pH[8,14,3] 0.756 0.427 0.228 0.649 1.720
beta4_pH[9,14,3] 0.912 0.540 0.275 0.757 2.205
beta4_pH[10,14,3] 0.722 0.273 0.345 0.681 1.289
beta4_pH[11,14,3] 0.686 0.247 0.353 0.644 1.197
beta4_pH[12,14,3] 0.935 0.386 0.433 0.850 1.735
beta4_pH[13,14,3] 0.747 0.271 0.382 0.695 1.293
beta4_pH[14,14,3] 1.034 0.342 0.561 0.978 1.700
beta4_pH[15,14,3] 0.912 0.268 0.536 0.869 1.442
beta4_pH[16,14,3] 0.895 0.361 0.422 0.817 1.662
beta4_pH[1,15,3] 0.690 0.288 0.308 0.638 1.286
beta4_pH[2,15,3] 0.856 0.217 0.545 0.825 1.262
beta4_pH[3,15,3] 0.910 0.284 0.515 0.861 1.468
beta4_pH[4,15,3] 0.799 0.266 0.431 0.746 1.341
beta4_pH[5,15,3] 0.678 0.529 0.090 0.541 1.988
beta4_pH[6,15,3] 1.927 1.725 0.230 1.309 6.631
beta4_pH[7,15,3] 1.104 0.614 0.348 0.951 2.501
beta4_pH[8,15,3] 0.760 0.430 0.224 0.667 1.710
beta4_pH[9,15,3] 0.922 0.547 0.275 0.774 2.195
beta4_pH[10,15,3] 0.723 0.276 0.344 0.680 1.284
beta4_pH[11,15,3] 0.691 0.248 0.351 0.642 1.191
beta4_pH[12,15,3] 0.930 0.380 0.436 0.845 1.722
beta4_pH[13,15,3] 0.740 0.267 0.380 0.691 1.294
beta4_pH[14,15,3] 1.032 0.333 0.564 0.979 1.689
beta4_pH[15,15,3] 0.921 0.265 0.540 0.881 1.439
beta4_pH[16,15,3] 0.899 0.358 0.417 0.831 1.650
beta4_pH[1,16,3] 0.691 0.285 0.306 0.639 1.280
beta4_pH[2,16,3] 0.848 0.212 0.543 0.816 1.261
beta4_pH[3,16,3] 0.910 0.284 0.511 0.863 1.472
beta4_pH[4,16,3] 0.801 0.270 0.428 0.753 1.338
beta4_pH[5,16,3] 0.676 0.526 0.087 0.536 1.960
beta4_pH[6,16,3] 1.990 1.787 0.236 1.355 6.747
beta4_pH[7,16,3] 1.102 0.625 0.345 0.937 2.491
beta4_pH[8,16,3] 0.767 0.432 0.226 0.669 1.714
beta4_pH[9,16,3] 0.914 0.534 0.276 0.771 2.159
beta4_pH[10,16,3] 0.732 0.276 0.348 0.687 1.287
beta4_pH[11,16,3] 0.697 0.245 0.353 0.658 1.197
beta4_pH[12,16,3] 0.930 0.382 0.436 0.846 1.731
beta4_pH[13,16,3] 0.741 0.265 0.379 0.690 1.279
beta4_pH[14,16,3] 1.022 0.333 0.561 0.967 1.692
beta4_pH[15,16,3] 0.915 0.269 0.537 0.872 1.439
beta4_pH[16,16,3] 0.889 0.357 0.423 0.812 1.650
beta4_pH[1,17,3] 0.688 0.288 0.306 0.629 1.288
beta4_pH[2,17,3] 0.853 0.217 0.542 0.824 1.267
beta4_pH[3,17,3] 0.910 0.284 0.511 0.858 1.482
beta4_pH[4,17,3] 0.808 0.267 0.431 0.766 1.342
beta4_pH[5,17,3] 0.671 0.530 0.087 0.529 1.993
beta4_pH[6,17,3] 1.930 1.741 0.232 1.343 6.704
beta4_pH[7,17,3] 1.106 0.617 0.349 0.957 2.502
beta4_pH[8,17,3] 0.766 0.430 0.227 0.667 1.730
beta4_pH[9,17,3] 0.935 0.544 0.274 0.792 2.178
beta4_pH[10,17,3] 0.723 0.274 0.347 0.684 1.286
beta4_pH[11,17,3] 0.694 0.253 0.350 0.649 1.192
beta4_pH[12,17,3] 0.932 0.381 0.438 0.852 1.737
beta4_pH[13,17,3] 0.753 0.270 0.381 0.701 1.292
beta4_pH[14,17,3] 1.020 0.336 0.563 0.960 1.709
beta4_pH[15,17,3] 0.928 0.270 0.537 0.892 1.448
beta4_pH[16,17,3] 0.894 0.362 0.419 0.812 1.657
beta4_pH[1,18,3] 0.692 0.288 0.304 0.640 1.285
beta4_pH[2,18,3] 0.851 0.216 0.543 0.822 1.263
beta4_pH[3,18,3] 0.908 0.285 0.514 0.870 1.480
beta4_pH[4,18,3] 0.817 0.276 0.428 0.775 1.353
beta4_pH[5,18,3] 0.668 0.524 0.087 0.531 1.986
beta4_pH[6,18,3] 1.969 1.754 0.229 1.356 6.602
beta4_pH[7,18,3] 1.091 0.607 0.345 0.950 2.477
beta4_pH[8,18,3] 0.772 0.433 0.226 0.682 1.726
beta4_pH[9,18,3] 0.937 0.547 0.277 0.787 2.196
beta4_pH[10,18,3] 0.734 0.280 0.344 0.692 1.290
beta4_pH[11,18,3] 0.684 0.246 0.354 0.641 1.184
beta4_pH[12,18,3] 0.937 0.380 0.438 0.848 1.725
beta4_pH[13,18,3] 0.757 0.273 0.379 0.710 1.301
beta4_pH[14,18,3] 1.024 0.331 0.560 0.972 1.687
beta4_pH[15,18,3] 0.914 0.267 0.537 0.870 1.445
beta4_pH[16,18,3] 0.896 0.357 0.422 0.830 1.651
beta4_pH[1,19,3] 0.689 0.285 0.308 0.638 1.281
beta4_pH[2,19,3] 0.857 0.217 0.544 0.823 1.263
beta4_pH[3,19,3] 0.915 0.280 0.515 0.885 1.468
beta4_pH[4,19,3] 0.804 0.270 0.431 0.764 1.350
beta4_pH[5,19,3] 0.668 0.518 0.086 0.541 1.951
beta4_pH[6,19,3] 1.996 1.799 0.231 1.367 6.852
beta4_pH[7,19,3] 1.091 0.613 0.347 0.916 2.486
beta4_pH[8,19,3] 0.746 0.425 0.227 0.645 1.714
beta4_pH[9,19,3] 0.924 0.539 0.276 0.783 2.201
beta4_pH[10,19,3] 0.728 0.284 0.345 0.674 1.304
beta4_pH[11,19,3] 0.694 0.247 0.350 0.654 1.189
beta4_pH[12,19,3] 0.918 0.372 0.438 0.826 1.723
beta4_pH[13,19,3] 0.745 0.271 0.376 0.702 1.284
beta4_pH[14,19,3] 1.033 0.336 0.561 0.984 1.695
beta4_pH[15,19,3] 0.911 0.267 0.536 0.873 1.446
beta4_pH[16,19,3] 0.885 0.358 0.419 0.807 1.641
beta4_pH[1,20,3] 0.698 0.282 0.306 0.653 1.277
beta4_pH[2,20,3] 0.849 0.213 0.543 0.818 1.262
beta4_pH[3,20,3] 0.921 0.284 0.513 0.886 1.460
beta4_pH[4,20,3] 0.804 0.267 0.429 0.768 1.345
beta4_pH[5,20,3] 0.668 0.510 0.087 0.537 1.933
beta4_pH[6,20,3] 1.969 1.785 0.234 1.348 6.732
beta4_pH[7,20,3] 1.083 0.607 0.349 0.939 2.476
beta4_pH[8,20,3] 0.780 0.442 0.229 0.681 1.746
beta4_pH[9,20,3] 0.937 0.554 0.274 0.775 2.211
beta4_pH[10,20,3] 0.723 0.273 0.347 0.674 1.281
beta4_pH[11,20,3] 0.682 0.246 0.350 0.640 1.187
beta4_pH[12,20,3] 0.923 0.377 0.437 0.834 1.734
beta4_pH[13,20,3] 0.746 0.271 0.380 0.696 1.292
beta4_pH[14,20,3] 1.031 0.338 0.560 0.982 1.702
beta4_pH[15,20,3] 0.928 0.274 0.539 0.892 1.447
beta4_pH[16,20,3] 0.906 0.365 0.421 0.828 1.669
beta4_pH[1,21,3] 0.692 0.288 0.308 0.633 1.288
beta4_pH[2,21,3] 0.854 0.213 0.545 0.830 1.262
beta4_pH[3,21,3] 0.910 0.285 0.513 0.867 1.474
beta4_pH[4,21,3] 0.805 0.267 0.434 0.764 1.338
beta4_pH[5,21,3] 0.656 0.519 0.088 0.517 1.969
beta4_pH[6,21,3] 1.928 1.748 0.225 1.323 6.762
beta4_pH[7,21,3] 1.104 0.613 0.351 0.961 2.493
beta4_pH[8,21,3] 0.777 0.431 0.228 0.686 1.728
beta4_pH[9,21,3] 0.917 0.542 0.270 0.775 2.180
beta4_pH[10,21,3] 0.722 0.273 0.348 0.678 1.284
beta4_pH[11,21,3] 0.693 0.251 0.352 0.653 1.195
beta4_pH[12,21,3] 0.934 0.379 0.436 0.854 1.720
beta4_pH[13,21,3] 0.756 0.274 0.380 0.708 1.304
beta4_pH[14,21,3] 1.040 0.337 0.566 0.992 1.701
beta4_pH[15,21,3] 0.915 0.264 0.537 0.877 1.435
beta4_pH[16,21,3] 0.889 0.357 0.421 0.811 1.655
beta4_pH[1,22,3] 0.693 0.290 0.305 0.634 1.292
beta4_pH[2,22,3] 0.847 0.216 0.545 0.812 1.260
beta4_pH[3,22,3] 0.907 0.282 0.514 0.869 1.466
beta4_pH[4,22,3] 0.809 0.271 0.431 0.772 1.337
beta4_pH[5,22,3] 0.673 0.537 0.087 0.527 1.987
beta4_pH[6,22,3] 1.939 1.752 0.232 1.324 6.730
beta4_pH[7,22,3] 1.090 0.609 0.348 0.947 2.465
beta4_pH[8,22,3] 0.755 0.427 0.227 0.657 1.730
beta4_pH[9,22,3] 0.914 0.533 0.276 0.769 2.158
beta4_pH[10,22,3] 0.726 0.280 0.345 0.679 1.285
beta4_pH[11,22,3] 0.695 0.246 0.352 0.654 1.188
beta4_pH[12,22,3] 0.936 0.385 0.435 0.850 1.733
beta4_pH[13,22,3] 0.738 0.267 0.377 0.690 1.284
beta4_pH[14,22,3] 1.025 0.345 0.558 0.972 1.702
beta4_pH[15,22,3] 0.915 0.272 0.538 0.871 1.441
beta4_pH[16,22,3] 0.897 0.359 0.419 0.827 1.662
beta4_pH[1,23,3] 0.689 0.286 0.303 0.633 1.281
beta4_pH[2,23,3] 0.847 0.213 0.543 0.817 1.259
beta4_pH[3,23,3] 0.911 0.282 0.511 0.863 1.470
beta4_pH[4,23,3] 0.806 0.271 0.431 0.763 1.349
beta4_pH[5,23,3] 0.668 0.526 0.088 0.530 1.960
beta4_pH[6,23,3] 1.944 1.754 0.231 1.358 6.822
beta4_pH[7,23,3] 1.092 0.621 0.352 0.916 2.525
beta4_pH[8,23,3] 0.757 0.428 0.225 0.668 1.729
beta4_pH[9,23,3] 0.918 0.543 0.273 0.771 2.157
beta4_pH[10,23,3] 0.728 0.278 0.345 0.687 1.297
beta4_pH[11,23,3] 0.692 0.249 0.351 0.646 1.192
beta4_pH[12,23,3] 0.926 0.383 0.438 0.836 1.738
beta4_pH[13,23,3] 0.756 0.273 0.379 0.715 1.295
beta4_pH[14,23,3] 1.035 0.335 0.559 0.980 1.699
beta4_pH[15,23,3] 0.912 0.263 0.539 0.868 1.435
beta4_pH[16,23,3] 0.905 0.365 0.423 0.825 1.668
beta4_pH[1,24,3] 0.702 0.288 0.308 0.655 1.283
beta4_pH[2,24,3] 0.851 0.216 0.543 0.819 1.269
beta4_pH[3,24,3] 0.908 0.286 0.513 0.860 1.479
beta4_pH[4,24,3] 0.811 0.270 0.431 0.773 1.349
beta4_pH[5,24,3] 0.672 0.527 0.087 0.530 1.954
beta4_pH[6,24,3] 1.936 1.725 0.229 1.346 6.597
beta4_pH[7,24,3] 1.107 0.613 0.347 0.953 2.469
beta4_pH[8,24,3] 0.757 0.436 0.225 0.658 1.720
beta4_pH[9,24,3] 0.928 0.542 0.274 0.778 2.165
beta4_pH[10,24,3] 0.722 0.277 0.347 0.678 1.280
beta4_pH[11,24,3] 0.683 0.243 0.351 0.640 1.189
beta4_pH[12,24,3] 0.925 0.376 0.438 0.832 1.726
beta4_pH[13,24,3] 0.746 0.269 0.381 0.696 1.290
beta4_pH[14,24,3] 1.028 0.337 0.562 0.977 1.696
beta4_pH[15,24,3] 0.914 0.266 0.538 0.873 1.434
beta4_pH[16,24,3] 0.898 0.366 0.420 0.815 1.657
beta4_pH[1,25,3] 0.692 0.286 0.304 0.637 1.285
beta4_pH[2,25,3] 0.850 0.216 0.541 0.819 1.261
beta4_pH[3,25,3] 0.909 0.287 0.512 0.860 1.473
beta4_pH[4,25,3] 0.799 0.269 0.428 0.757 1.347
beta4_pH[5,25,3] 0.668 0.526 0.088 0.524 1.973
beta4_pH[6,25,3] 1.962 1.779 0.225 1.339 6.723
beta4_pH[7,25,3] 1.112 0.621 0.345 0.964 2.476
beta4_pH[8,25,3] 0.774 0.431 0.229 0.680 1.723
beta4_pH[9,25,3] 0.922 0.541 0.273 0.778 2.182
beta4_pH[10,25,3] 0.727 0.274 0.349 0.683 1.290
beta4_pH[11,25,3] 0.688 0.246 0.352 0.645 1.187
beta4_pH[12,25,3] 0.928 0.377 0.435 0.844 1.723
beta4_pH[13,25,3] 0.748 0.269 0.379 0.701 1.286
beta4_pH[14,25,3] 1.020 0.336 0.563 0.967 1.693
beta4_pH[15,25,3] 0.917 0.267 0.535 0.880 1.444
beta4_pH[16,25,3] 0.897 0.359 0.425 0.829 1.660
beta4_pH[1,26,3] 0.692 0.288 0.306 0.638 1.288
beta4_pH[2,26,3] 0.851 0.215 0.542 0.829 1.263
beta4_pH[3,26,3] 0.902 0.281 0.509 0.861 1.464
beta4_pH[4,26,3] 0.815 0.271 0.429 0.775 1.346
beta4_pH[5,26,3] 0.670 0.518 0.087 0.546 1.932
beta4_pH[6,26,3] 2.002 1.777 0.235 1.403 6.871
beta4_pH[7,26,3] 1.097 0.616 0.346 0.938 2.483
beta4_pH[8,26,3] 0.759 0.426 0.226 0.661 1.719
beta4_pH[9,26,3] 0.935 0.544 0.271 0.800 2.173
beta4_pH[10,26,3] 0.724 0.274 0.344 0.677 1.288
beta4_pH[11,26,3] 0.685 0.245 0.353 0.636 1.185
beta4_pH[12,26,3] 0.919 0.371 0.436 0.831 1.727
beta4_pH[13,26,3] 0.753 0.272 0.380 0.713 1.298
beta4_pH[14,26,3] 1.021 0.331 0.559 0.963 1.691
beta4_pH[15,26,3] 0.912 0.266 0.536 0.870 1.438
beta4_pH[16,26,3] 0.906 0.366 0.419 0.834 1.659
beta4_pH[1,27,3] 0.681 0.283 0.306 0.619 1.279
beta4_pH[2,27,3] 0.857 0.215 0.545 0.829 1.263
beta4_pH[3,27,3] 0.908 0.279 0.512 0.870 1.471
beta4_pH[4,27,3] 0.815 0.268 0.435 0.773 1.340
beta4_pH[5,27,3] 0.676 0.533 0.086 0.533 1.987
beta4_pH[6,27,3] 1.964 1.741 0.226 1.367 6.651
beta4_pH[7,27,3] 1.099 0.615 0.345 0.957 2.504
beta4_pH[8,27,3] 0.766 0.424 0.229 0.669 1.704
beta4_pH[9,27,3] 0.933 0.545 0.277 0.784 2.170
beta4_pH[10,27,3] 0.733 0.273 0.348 0.693 1.284
beta4_pH[11,27,3] 0.690 0.246 0.355 0.643 1.189
beta4_pH[12,27,3] 0.934 0.380 0.436 0.850 1.734
beta4_pH[13,27,3] 0.741 0.272 0.376 0.688 1.285
beta4_pH[14,27,3] 1.026 0.338 0.560 0.964 1.700
beta4_pH[15,27,3] 0.926 0.269 0.536 0.891 1.451
beta4_pH[16,27,3] 0.890 0.357 0.417 0.810 1.645
beta4_pH[1,28,3] 0.694 0.289 0.305 0.647 1.292
beta4_pH[2,28,3] 0.852 0.212 0.542 0.832 1.255
beta4_pH[3,28,3] 0.916 0.287 0.512 0.871 1.483
beta4_pH[4,28,3] 0.799 0.270 0.429 0.750 1.344
beta4_pH[5,28,3] 0.669 0.522 0.085 0.528 1.967
beta4_pH[6,28,3] 1.959 1.778 0.232 1.335 6.744
beta4_pH[7,28,3] 1.110 0.614 0.353 0.963 2.482
beta4_pH[8,28,3] 0.760 0.420 0.229 0.673 1.700
beta4_pH[9,28,3] 0.922 0.547 0.274 0.771 2.192
beta4_pH[10,28,3] 0.724 0.274 0.348 0.680 1.291
beta4_pH[11,28,3] 0.697 0.249 0.354 0.656 1.193
beta4_pH[12,28,3] 0.926 0.379 0.439 0.835 1.721
beta4_pH[13,28,3] 0.751 0.274 0.379 0.698 1.302
beta4_pH[14,28,3] 1.023 0.332 0.559 0.973 1.705
beta4_pH[15,28,3] 0.916 0.268 0.538 0.876 1.446
beta4_pH[16,28,3] 0.903 0.362 0.417 0.833 1.652
beta4_pH[1,29,3] 0.691 0.286 0.308 0.638 1.285
beta4_pH[2,29,3] 0.850 0.214 0.546 0.822 1.259
beta4_pH[3,29,3] 0.909 0.284 0.513 0.863 1.477
beta4_pH[4,29,3] 0.802 0.270 0.428 0.757 1.333
beta4_pH[5,29,3] 0.680 0.519 0.088 0.544 1.982
beta4_pH[6,29,3] 1.969 1.748 0.226 1.377 6.683
beta4_pH[7,29,3] 1.104 0.614 0.347 0.931 2.475
beta4_pH[8,29,3] 0.743 0.422 0.225 0.647 1.704
beta4_pH[9,29,3] 0.939 0.550 0.277 0.793 2.217
beta4_pH[10,29,3] 0.714 0.276 0.345 0.662 1.292
beta4_pH[11,29,3] 0.688 0.248 0.349 0.641 1.188
beta4_pH[12,29,3] 0.919 0.375 0.434 0.832 1.724
beta4_pH[13,29,3] 0.740 0.267 0.378 0.685 1.281
beta4_pH[14,29,3] 1.023 0.332 0.562 0.970 1.690
beta4_pH[15,29,3] 0.913 0.267 0.538 0.876 1.436
beta4_pH[16,29,3] 0.906 0.363 0.422 0.827 1.657
beta4_pH[1,30,3] 0.697 0.291 0.305 0.646 1.294
beta4_pH[2,30,3] 0.850 0.213 0.540 0.818 1.260
beta4_pH[3,30,3] 0.917 0.282 0.516 0.875 1.472
beta4_pH[4,30,3] 0.803 0.272 0.431 0.759 1.341
beta4_pH[5,30,3] 0.681 0.528 0.088 0.542 1.995
beta4_pH[6,30,3] 1.908 1.741 0.223 1.326 6.824
beta4_pH[7,30,3] 1.106 0.617 0.349 0.949 2.485
beta4_pH[8,30,3] 0.750 0.425 0.223 0.660 1.712
beta4_pH[9,30,3] 0.914 0.541 0.274 0.770 2.172
beta4_pH[10,30,3] 0.716 0.280 0.345 0.664 1.293
beta4_pH[11,30,3] 0.681 0.243 0.353 0.634 1.187
beta4_pH[12,30,3] 0.921 0.379 0.437 0.820 1.738
beta4_pH[13,30,3] 0.758 0.271 0.380 0.712 1.291
beta4_pH[14,30,3] 1.028 0.338 0.562 0.970 1.703
beta4_pH[15,30,3] 0.925 0.272 0.536 0.885 1.451
beta4_pH[16,30,3] 0.916 0.368 0.418 0.843 1.671
beta4_pH[1,31,3] 0.695 0.288 0.306 0.649 1.279
beta4_pH[2,31,3] 0.857 0.216 0.542 0.831 1.257
beta4_pH[3,31,3] 0.915 0.284 0.514 0.874 1.483
beta4_pH[4,31,3] 0.805 0.270 0.430 0.759 1.351
beta4_pH[5,31,3] 0.681 0.530 0.087 0.552 1.982
beta4_pH[6,31,3] 1.915 1.757 0.231 1.292 6.690
beta4_pH[7,31,3] 1.090 0.605 0.348 0.938 2.447
beta4_pH[8,31,3] 0.759 0.414 0.231 0.676 1.688
beta4_pH[9,31,3] 0.907 0.537 0.274 0.762 2.176
beta4_pH[10,31,3] 0.726 0.276 0.346 0.684 1.288
beta4_pH[11,31,3] 0.692 0.254 0.351 0.639 1.197
beta4_pH[12,31,3] 0.928 0.374 0.438 0.844 1.717
beta4_pH[13,31,3] 0.749 0.270 0.382 0.700 1.297
beta4_pH[14,31,3] 1.025 0.339 0.561 0.977 1.710
beta4_pH[15,31,3] 0.922 0.269 0.536 0.885 1.441
beta4_pH[16,31,3] 0.894 0.363 0.419 0.826 1.662
beta4_pH[1,32,3] 0.698 0.286 0.304 0.652 1.276
beta4_pH[2,32,3] 0.849 0.215 0.544 0.820 1.260
beta4_pH[3,32,3] 0.917 0.281 0.516 0.873 1.473
beta4_pH[4,32,3] 0.805 0.268 0.429 0.765 1.345
beta4_pH[5,32,3] 0.678 0.530 0.085 0.539 1.984
beta4_pH[6,32,3] 1.936 1.742 0.235 1.356 6.726
beta4_pH[7,32,3] 1.099 0.609 0.350 0.948 2.474
beta4_pH[8,32,3] 0.766 0.435 0.228 0.673 1.733
beta4_pH[9,32,3] 0.941 0.545 0.278 0.812 2.179
beta4_pH[10,32,3] 0.719 0.272 0.344 0.671 1.279
beta4_pH[11,32,3] 0.688 0.242 0.351 0.649 1.181
beta4_pH[12,32,3] 0.924 0.378 0.436 0.838 1.720
beta4_pH[13,32,3] 0.737 0.268 0.377 0.678 1.295
beta4_pH[14,32,3] 1.024 0.331 0.566 0.965 1.695
beta4_pH[15,32,3] 0.923 0.270 0.539 0.889 1.443
beta4_pH[16,32,3] 0.895 0.367 0.420 0.817 1.661
beta4_pH[1,33,3] 0.687 0.291 0.305 0.628 1.287
beta4_pH[2,33,3] 0.852 0.213 0.543 0.822 1.256
beta4_pH[3,33,3] 0.907 0.286 0.513 0.860 1.471
beta4_pH[4,33,3] 0.811 0.272 0.433 0.764 1.348
beta4_pH[5,33,3] 0.678 0.528 0.087 0.537 1.972
beta4_pH[6,33,3] 1.972 1.753 0.232 1.395 6.595
beta4_pH[7,33,3] 1.091 0.613 0.346 0.940 2.474
beta4_pH[8,33,3] 0.765 0.427 0.227 0.670 1.727
beta4_pH[9,33,3] 0.931 0.549 0.274 0.783 2.193
beta4_pH[10,33,3] 0.724 0.273 0.350 0.671 1.288
beta4_pH[11,33,3] 0.684 0.249 0.352 0.638 1.199
beta4_pH[12,33,3] 0.916 0.379 0.437 0.818 1.723
beta4_pH[13,33,3] 0.746 0.269 0.378 0.700 1.289
beta4_pH[14,33,3] 1.031 0.337 0.559 0.970 1.706
beta4_pH[15,33,3] 0.912 0.268 0.539 0.872 1.435
beta4_pH[16,33,3] 0.905 0.367 0.418 0.829 1.657
beta4_pH[1,34,3] 0.702 0.293 0.305 0.651 1.294
beta4_pH[2,34,3] 0.847 0.215 0.544 0.815 1.258
beta4_pH[3,34,3] 0.912 0.282 0.512 0.867 1.471
beta4_pH[4,34,3] 0.808 0.271 0.432 0.768 1.344
beta4_pH[5,34,3] 0.660 0.516 0.088 0.526 1.971
beta4_pH[6,34,3] 1.923 1.740 0.238 1.341 6.729
beta4_pH[7,34,3] 1.092 0.612 0.346 0.931 2.475
beta4_pH[8,34,3] 0.757 0.433 0.225 0.647 1.725
beta4_pH[9,34,3] 0.916 0.554 0.274 0.754 2.202
beta4_pH[10,34,3] 0.727 0.277 0.345 0.684 1.294
beta4_pH[11,34,3] 0.686 0.248 0.352 0.640 1.192
beta4_pH[12,34,3] 0.930 0.380 0.436 0.850 1.734
beta4_pH[13,34,3] 0.755 0.273 0.377 0.712 1.297
beta4_pH[14,34,3] 1.029 0.338 0.562 0.963 1.703
beta4_pH[15,34,3] 0.909 0.266 0.537 0.868 1.432
beta4_pH[16,34,3] 0.900 0.357 0.419 0.830 1.655
beta4_pH[1,35,3] 0.414 0.140 0.203 0.390 0.734
beta4_pH[2,35,3] 0.784 0.084 0.636 0.778 0.965
beta4_pH[3,35,3] 1.025 0.169 0.728 1.010 1.398
beta4_pH[4,35,3] 0.596 0.225 0.278 0.554 1.148
beta4_pH[5,35,3] 0.126 0.095 0.027 0.101 0.363
beta4_pH[6,35,3] 0.735 0.614 0.127 0.558 2.357
beta4_pH[7,35,3] 2.319 1.872 0.420 1.789 7.196
beta4_pH[8,35,3] 0.519 0.260 0.186 0.470 1.142
beta4_pH[9,35,3] 0.604 0.525 0.099 0.450 2.021
beta4_pH[10,35,3] 0.630 0.134 0.411 0.617 0.930
beta4_pH[11,35,3] 0.755 0.199 0.437 0.729 1.208
beta4_pH[12,35,3] 1.435 0.940 0.370 1.198 4.016
beta4_pH[13,35,3] 0.724 0.108 0.534 0.715 0.961
beta4_pH[14,35,3] 0.798 0.269 0.397 0.757 1.443
beta4_pH[15,35,3] 0.881 0.120 0.669 0.872 1.137
beta4_pH[16,35,3] 0.596 0.269 0.232 0.552 1.255
beta4_pH[1,36,3] 0.910 0.195 0.585 0.891 1.354
beta4_pH[2,36,3] 0.863 0.114 0.667 0.854 1.100
beta4_pH[3,36,3] 0.876 0.155 0.615 0.861 1.220
beta4_pH[4,36,3] 0.766 0.234 0.407 0.734 1.325
beta4_pH[5,36,3] 0.713 0.815 0.074 0.452 2.982
beta4_pH[6,36,3] 6.046 4.349 0.822 4.914 17.197
beta4_pH[7,36,3] 1.117 0.630 0.341 0.963 2.732
beta4_pH[8,36,3] 0.908 0.381 0.385 0.834 1.907
beta4_pH[9,36,3] 0.527 0.374 0.128 0.427 1.484
beta4_pH[10,36,3] 0.464 0.127 0.268 0.446 0.752
beta4_pH[11,36,3] 0.554 0.111 0.370 0.543 0.794
beta4_pH[12,36,3] 0.848 0.463 0.271 0.741 1.957
beta4_pH[13,36,3] 0.789 0.127 0.570 0.777 1.058
beta4_pH[14,36,3] 1.253 0.457 0.578 1.188 2.380
beta4_pH[15,36,3] 0.953 0.134 0.718 0.942 1.232
beta4_pH[16,36,3] 1.025 0.394 0.466 0.956 2.020
beta4_pH[1,37,3] 0.769 0.177 0.483 0.747 1.173
beta4_pH[2,37,3] 0.769 0.086 0.613 0.766 0.957
beta4_pH[3,37,3] 0.904 0.134 0.664 0.894 1.190
beta4_pH[4,37,3] 0.752 0.223 0.409 0.722 1.278
beta4_pH[5,37,3] 1.093 1.205 0.110 0.730 4.238
beta4_pH[6,37,3] 2.193 2.235 0.260 1.450 8.975
beta4_pH[7,37,3] 1.231 0.836 0.311 1.015 3.507
beta4_pH[8,37,3] 0.979 0.403 0.427 0.900 1.975
beta4_pH[9,37,3] 1.778 1.803 0.190 1.208 6.953
beta4_pH[10,37,3] 0.772 0.154 0.512 0.756 1.115
beta4_pH[11,37,3] 0.841 0.175 0.550 0.824 1.229
beta4_pH[12,37,3] 0.804 0.525 0.207 0.671 2.132
beta4_pH[13,37,3] 0.622 0.094 0.463 0.616 0.831
beta4_pH[14,37,3] 1.004 0.368 0.482 0.941 1.890
beta4_pH[15,37,3] 0.706 0.101 0.531 0.699 0.922
beta4_pH[16,37,3] 0.606 0.191 0.321 0.578 1.063
beta4_pH[1,38,3] 0.738 0.158 0.481 0.722 1.110
beta4_pH[2,38,3] 0.711 0.083 0.563 0.706 0.886
beta4_pH[3,38,3] 0.897 0.164 0.616 0.883 1.264
beta4_pH[4,38,3] 0.895 0.241 0.518 0.868 1.438
beta4_pH[5,38,3] 0.515 0.409 0.097 0.403 1.583
beta4_pH[6,38,3] 1.716 2.123 0.140 1.023 7.721
beta4_pH[7,38,3] 0.508 0.301 0.147 0.440 1.266
beta4_pH[8,38,3] 0.764 0.309 0.331 0.708 1.534
beta4_pH[9,38,3] 1.553 1.063 0.365 1.292 4.426
beta4_pH[10,38,3] 0.725 0.160 0.466 0.706 1.096
beta4_pH[11,38,3] 0.533 0.135 0.317 0.516 0.831
beta4_pH[12,38,3] 0.790 0.515 0.201 0.668 2.145
beta4_pH[13,38,3] 0.911 0.182 0.603 0.893 1.322
beta4_pH[14,38,3] 1.141 0.454 0.504 1.059 2.266
beta4_pH[15,38,3] 0.847 0.096 0.675 0.841 1.053
beta4_pH[16,38,3] 0.826 0.331 0.357 0.766 1.621
beta4_pH[1,39,3] 0.703 0.143 0.464 0.690 1.017
beta4_pH[2,39,3] 0.867 0.101 0.692 0.858 1.087
beta4_pH[3,39,3] 0.836 0.122 0.621 0.824 1.104
beta4_pH[4,39,3] 0.834 0.275 0.416 0.791 1.474
beta4_pH[5,39,3] 1.103 1.290 0.113 0.712 4.514
beta4_pH[6,39,3] 0.478 0.601 0.039 0.295 1.959
beta4_pH[7,39,3] 1.866 1.575 0.313 1.403 6.142
beta4_pH[8,39,3] 1.395 0.797 0.421 1.200 3.454
beta4_pH[9,39,3] 2.041 1.612 0.384 1.585 6.343
beta4_pH[10,39,3] 0.762 0.206 0.436 0.735 1.239
beta4_pH[11,39,3] 0.693 0.177 0.408 0.669 1.099
beta4_pH[12,39,3] 0.799 0.483 0.229 0.683 2.054
beta4_pH[13,39,3] 0.725 0.123 0.520 0.714 0.989
beta4_pH[14,39,3] 0.974 0.366 0.450 0.915 1.908
beta4_pH[15,39,3] 0.995 0.109 0.803 0.990 1.230
beta4_pH[16,39,3] 0.849 0.342 0.366 0.794 1.674
beta4_pH[1,40,3] 0.774 0.135 0.541 0.760 1.062
beta4_pH[2,40,3] 0.762 0.086 0.612 0.756 0.950
beta4_pH[3,40,3] 0.924 0.143 0.686 0.913 1.244
beta4_pH[4,40,3] 0.889 0.211 0.541 0.869 1.342
beta4_pH[5,40,3] 0.324 0.224 0.079 0.266 0.926
beta4_pH[6,40,3] 2.004 2.019 0.220 1.371 7.571
beta4_pH[7,40,3] 1.540 1.365 0.275 1.129 5.222
beta4_pH[8,40,3] 0.365 0.324 0.076 0.280 1.121
beta4_pH[9,40,3] 0.537 0.589 0.069 0.366 2.031
beta4_pH[10,40,3] 0.914 0.246 0.525 0.879 1.488
beta4_pH[11,40,3] 0.464 0.115 0.280 0.452 0.724
beta4_pH[12,40,3] 0.659 0.401 0.187 0.563 1.725
beta4_pH[13,40,3] 0.787 0.120 0.577 0.779 1.039
beta4_pH[14,40,3] 0.772 0.261 0.392 0.732 1.394
beta4_pH[15,40,3] 0.839 0.094 0.672 0.834 1.040
beta4_pH[16,40,3] 1.163 0.491 0.504 1.064 2.399
beta4_pH[1,41,3] 0.608 0.132 0.396 0.594 0.895
beta4_pH[2,41,3] 0.786 0.103 0.604 0.780 1.004
beta4_pH[3,41,3] 0.885 0.142 0.641 0.872 1.192
beta4_pH[4,41,3] 0.864 0.368 0.352 0.798 1.789
beta4_pH[5,41,3] 1.417 0.778 0.437 1.234 3.361
beta4_pH[6,41,3] 2.968 2.949 0.287 1.979 11.553
beta4_pH[7,41,3] 0.816 0.478 0.234 0.705 2.104
beta4_pH[8,41,3] 1.182 0.712 0.353 1.003 3.003
beta4_pH[9,41,3] 0.506 0.539 0.059 0.347 1.958
beta4_pH[10,41,3] 0.781 0.172 0.498 0.765 1.174
beta4_pH[11,41,3] 0.852 0.231 0.487 0.821 1.389
beta4_pH[12,41,3] 0.963 0.461 0.366 0.860 2.102
beta4_pH[13,41,3] 0.694 0.112 0.507 0.686 0.940
beta4_pH[14,41,3] 1.118 0.346 0.597 1.071 1.955
beta4_pH[15,41,3] 0.785 0.096 0.615 0.780 0.986
beta4_pH[16,41,3] 0.946 0.456 0.358 0.853 2.128
beta4_pH[1,42,3] 0.665 0.140 0.433 0.651 0.978
beta4_pH[2,42,3] 0.785 0.097 0.608 0.782 0.990
beta4_pH[3,42,3] 0.800 0.156 0.541 0.786 1.151
beta4_pH[4,42,3] 0.981 0.325 0.495 0.932 1.730
beta4_pH[5,42,3] 1.450 1.609 0.155 0.941 5.967
beta4_pH[6,42,3] 0.343 0.262 0.067 0.270 1.005
beta4_pH[7,42,3] 0.974 0.636 0.242 0.831 2.630
beta4_pH[8,42,3] 0.781 0.344 0.311 0.709 1.664
beta4_pH[9,42,3] 0.804 0.610 0.173 0.644 2.353
beta4_pH[10,42,3] 0.915 0.210 0.578 0.889 1.416
beta4_pH[11,42,3] 0.643 0.143 0.403 0.631 0.966
beta4_pH[12,42,3] 0.839 0.376 0.316 0.762 1.747
beta4_pH[13,42,3] 0.510 0.162 0.263 0.486 0.891
beta4_pH[14,42,3] 0.903 0.314 0.434 0.851 1.646
beta4_pH[15,42,3] 0.922 0.094 0.756 0.918 1.124
beta4_pH[16,42,3] 0.570 0.207 0.267 0.535 1.076
beta4_pH[1,43,3] 0.803 0.194 0.491 0.781 1.252
beta4_pH[2,43,3] 0.755 0.082 0.611 0.748 0.925
beta4_pH[3,43,3] 0.670 0.095 0.511 0.663 0.871
beta4_pH[4,43,3] 0.841 0.281 0.420 0.797 1.502
beta4_pH[5,43,3] 1.597 0.737 0.616 1.454 3.439
beta4_pH[6,43,3] 1.153 0.935 0.230 0.890 3.591
beta4_pH[7,43,3] 0.722 0.595 0.138 0.550 2.360
beta4_pH[8,43,3] 0.636 0.285 0.253 0.581 1.361
beta4_pH[9,43,3] 1.160 1.129 0.172 0.841 3.968
beta4_pH[10,43,3] 0.679 0.147 0.438 0.666 1.006
beta4_pH[11,43,3] 0.637 0.133 0.411 0.624 0.936
beta4_pH[12,43,3] 0.767 0.373 0.281 0.687 1.714
beta4_pH[13,43,3] 0.586 0.118 0.388 0.573 0.852
beta4_pH[14,43,3] 1.104 0.346 0.591 1.048 1.920
beta4_pH[15,43,3] 0.847 0.100 0.666 0.843 1.052
beta4_pH[16,43,3] 1.226 0.461 0.566 1.141 2.353
beta4_pH[1,44,3] 0.612 0.169 0.347 0.587 0.998
beta4_pH[2,44,3] 0.704 0.081 0.560 0.700 0.873
beta4_pH[3,44,3] 0.635 0.103 0.457 0.625 0.863
beta4_pH[4,44,3] 0.836 0.212 0.504 0.806 1.332
beta4_pH[5,44,3] 1.232 0.596 0.445 1.102 2.761
beta4_pH[6,44,3] 1.235 1.427 0.123 0.782 5.101
beta4_pH[7,44,3] 1.152 0.641 0.367 0.995 2.771
beta4_pH[8,44,3] 0.451 0.292 0.119 0.374 1.181
beta4_pH[9,44,3] 0.983 0.877 0.165 0.716 3.278
beta4_pH[10,44,3] 0.631 0.156 0.382 0.613 0.994
beta4_pH[11,44,3] 0.354 0.123 0.172 0.333 0.648
beta4_pH[12,44,3] 0.608 0.330 0.194 0.534 1.401
beta4_pH[13,44,3] 0.540 0.098 0.373 0.531 0.758
beta4_pH[14,44,3] 0.687 0.179 0.403 0.667 1.096
beta4_pH[15,44,3] 0.645 0.084 0.500 0.638 0.827
beta4_pH[16,44,3] 0.441 0.197 0.174 0.404 0.922
beta4_pH[1,45,3] 0.787 0.186 0.483 0.771 1.221
beta4_pH[2,45,3] 0.711 0.091 0.550 0.703 0.911
beta4_pH[3,45,3] 0.769 0.139 0.526 0.758 1.078
beta4_pH[4,45,3] 0.753 0.196 0.442 0.730 1.218
beta4_pH[5,45,3] 1.012 1.256 0.095 0.620 4.450
beta4_pH[6,45,3] 1.217 1.206 0.169 0.887 4.251
beta4_pH[7,45,3] 0.702 0.577 0.129 0.541 2.263
beta4_pH[8,45,3] 1.184 0.520 0.455 1.088 2.450
beta4_pH[9,45,3] 0.104 0.123 0.011 0.066 0.427
beta4_pH[10,45,3] 0.851 0.204 0.525 0.827 1.317
beta4_pH[11,45,3] 0.469 0.102 0.302 0.457 0.696
beta4_pH[12,45,3] 0.784 0.366 0.310 0.707 1.689
beta4_pH[13,45,3] 0.462 0.078 0.333 0.455 0.635
beta4_pH[14,45,3] 0.749 0.179 0.459 0.727 1.142
beta4_pH[15,45,3] 0.505 0.069 0.382 0.503 0.649
beta4_pH[16,45,3] 0.264 0.159 0.077 0.223 0.687
beta4_pH[1,46,3] 0.801 0.161 0.536 0.787 1.160
beta4_pH[2,46,3] 0.677 0.097 0.506 0.671 0.899
beta4_pH[3,46,3] 0.760 0.113 0.562 0.751 1.006
beta4_pH[4,46,3] 0.869 0.316 0.401 0.814 1.620
beta4_pH[5,46,3] 1.138 0.604 0.354 1.023 2.635
beta4_pH[6,46,3] 1.460 1.732 0.116 0.891 6.308
beta4_pH[7,46,3] 1.676 1.292 0.357 1.335 4.950
beta4_pH[8,46,3] 1.075 0.498 0.427 0.973 2.294
beta4_pH[9,46,3] 1.617 1.599 0.221 1.148 5.941
beta4_pH[10,46,3] 0.662 0.176 0.383 0.640 1.051
beta4_pH[11,46,3] 0.699 0.156 0.441 0.680 1.051
beta4_pH[12,46,3] 1.156 0.607 0.389 1.032 2.680
beta4_pH[13,46,3] 0.597 0.177 0.317 0.575 1.016
beta4_pH[14,46,3] 1.000 0.362 0.469 0.942 1.871
beta4_pH[15,46,3] 0.621 0.076 0.483 0.617 0.779
beta4_pH[16,46,3] 0.623 0.275 0.242 0.568 1.288
beta4_pH[1,47,3] 0.627 0.141 0.399 0.610 0.944
beta4_pH[2,47,3] 0.768 0.111 0.579 0.759 1.013
beta4_pH[3,47,3] 0.768 0.116 0.565 0.761 1.016
beta4_pH[4,47,3] 0.544 0.228 0.227 0.499 1.096
beta4_pH[5,47,3] 0.115 0.094 0.023 0.088 0.354
beta4_pH[6,47,3] 0.186 0.132 0.042 0.151 0.522
beta4_pH[7,47,3] 0.481 0.401 0.079 0.371 1.555
beta4_pH[8,47,3] 0.853 0.546 0.218 0.727 2.348
beta4_pH[9,47,3] 0.469 0.566 0.044 0.292 2.127
beta4_pH[10,47,3] 0.842 0.271 0.430 0.798 1.489
beta4_pH[11,47,3] 0.587 0.122 0.390 0.572 0.868
beta4_pH[12,47,3] 1.600 0.931 0.479 1.376 3.971
beta4_pH[13,47,3] 0.682 0.118 0.484 0.671 0.941
beta4_pH[14,47,3] 0.861 0.323 0.400 0.804 1.659
beta4_pH[15,47,3] 0.712 0.115 0.510 0.702 0.957
beta4_pH[16,47,3] 0.811 0.327 0.352 0.745 1.616
beta0_pelagic[1] 2.252 0.141 1.973 2.253 2.527
beta0_pelagic[2] 1.473 0.137 1.197 1.474 1.736
beta0_pelagic[3] 0.172 0.316 -0.644 0.220 0.635
beta0_pelagic[4] 0.305 0.428 -0.812 0.336 1.025
beta0_pelagic[5] 1.427 0.213 1.002 1.427 1.821
beta0_pelagic[6] 1.366 0.153 1.075 1.366 1.663
beta0_pelagic[7] 1.515 0.148 1.224 1.516 1.799
beta0_pelagic[8] 1.750 0.146 1.468 1.753 2.027
beta0_pelagic[9] 2.657 0.166 2.341 2.658 2.981
beta0_pelagic[10] 2.531 0.139 2.268 2.530 2.814
beta0_pelagic[11] -0.367 0.296 -1.017 -0.344 0.138
beta0_pelagic[12] 1.719 0.143 1.443 1.717 1.998
beta0_pelagic[13] 0.405 0.234 -0.189 0.433 0.781
beta0_pelagic[14] -0.216 0.313 -0.988 -0.175 0.274
beta0_pelagic[15] -0.239 0.164 -0.573 -0.233 0.065
beta0_pelagic[16] -0.477 0.344 -1.339 -0.446 0.093
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.704 0.355 0.082 0.676 1.505
beta1_pelagic[4] 0.800 0.456 0.032 0.781 2.047
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.487 0.372 0.683 1.466 2.318
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.579 0.409 0.015 0.548 1.522
beta1_pelagic[14] 1.589 0.575 0.775 1.467 3.050
beta1_pelagic[15] 0.110 0.133 0.011 0.055 0.487
beta1_pelagic[16] 1.537 0.521 0.709 1.465 2.898
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.727 5.949 0.225 5.217 21.369
beta2_pelagic[4] 7.098 5.818 0.329 5.780 21.256
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.148 1.651 0.329 1.666 6.367
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 2.257 1.839 0.143 1.807 6.815
beta2_pelagic[14] 1.320 1.394 0.158 0.773 5.446
beta2_pelagic[15] 2.509 1.876 0.116 2.104 7.070
beta2_pelagic[16] 1.610 1.586 0.166 1.006 5.815
beta3_pelagic[1] 28.974 6.370 18.676 28.866 39.487
beta3_pelagic[2] 28.837 6.370 18.513 28.901 39.376
beta3_pelagic[3] 27.677 3.431 21.400 27.545 34.813
beta3_pelagic[4] 25.645 3.028 20.690 25.612 34.751
beta3_pelagic[5] 29.055 6.381 18.598 29.169 39.487
beta3_pelagic[6] 28.974 6.277 18.616 29.127 39.386
beta3_pelagic[7] 28.970 6.241 18.633 28.916 39.420
beta3_pelagic[8] 28.826 6.243 18.515 28.903 39.431
beta3_pelagic[9] 28.914 6.441 18.416 28.666 39.503
beta3_pelagic[10] 28.915 6.309 18.564 28.699 39.357
beta3_pelagic[11] 29.698 1.445 27.113 29.650 33.088
beta3_pelagic[12] 28.899 6.403 18.516 28.849 39.456
beta3_pelagic[13] 34.221 4.952 20.837 35.625 39.801
beta3_pelagic[14] 34.581 2.179 30.674 34.464 38.991
beta3_pelagic[15] 29.981 6.602 18.737 30.738 39.699
beta3_pelagic[16] 30.891 1.767 27.415 30.789 35.031
beta0_yellow[1] -0.507 0.157 -0.805 -0.506 -0.194
beta0_yellow[2] 0.569 0.218 0.167 0.584 0.927
beta0_yellow[3] -0.139 0.214 -0.552 -0.136 0.257
beta0_yellow[4] 0.937 0.340 -0.083 1.001 1.353
beta0_yellow[5] 0.416 0.337 -0.367 0.463 0.971
beta0_yellow[6] 0.817 0.163 0.504 0.816 1.151
beta0_yellow[7] 0.927 0.168 0.615 0.920 1.274
beta0_yellow[8] 0.971 0.167 0.661 0.968 1.315
beta0_yellow[9] 0.575 0.169 0.252 0.578 0.895
beta0_yellow[10] 0.697 0.141 0.421 0.699 0.971
beta0_yellow[11] 0.193 0.169 -0.130 0.192 0.523
beta0_yellow[12] -1.128 0.181 -1.488 -1.128 -0.777
beta0_yellow[13] -0.841 0.172 -1.166 -0.840 -0.495
beta0_yellow[14] 0.021 0.178 -0.335 0.021 0.370
beta0_yellow[15] -0.782 0.167 -1.091 -0.785 -0.455
beta0_yellow[16] -0.237 0.171 -0.572 -0.236 0.097
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.003 0.383 0.428 0.961 1.836
beta1_yellow[3] 0.402 0.269 0.013 0.402 0.919
beta1_yellow[4] 1.245 0.648 0.436 1.106 3.210
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.277 5.786 -21.200 -6.040 -0.213
beta2_yellow[3] -7.681 5.870 -21.894 -6.358 -0.390
beta2_yellow[4] -6.538 6.006 -21.610 -5.019 -0.111
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.153 1.988 25.868 28.818 33.690
beta3_yellow[3] 32.242 4.189 20.969 32.674 40.003
beta3_yellow[4] 28.638 3.226 23.089 27.746 36.304
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.001 0.151 -0.286 -0.004 0.304
beta0_black[2] 1.890 0.138 1.621 1.888 2.158
beta0_black[3] 1.371 0.141 1.095 1.372 1.648
beta0_black[4] 2.492 0.144 2.206 2.492 2.772
beta0_black[5] 4.623 2.204 1.748 4.153 10.230
beta0_black[6] 4.441 1.991 2.060 3.928 9.975
beta0_black[7] 3.287 1.829 1.346 2.804 8.339
beta0_black[8] 0.920 0.240 0.469 0.911 1.407
beta0_black[9] 2.579 0.258 2.085 2.575 3.101
beta0_black[10] 1.378 0.137 1.112 1.377 1.650
beta0_black[11] 3.476 0.174 3.134 3.475 3.811
beta0_black[12] 4.846 0.195 4.458 4.846 5.221
beta0_black[13] 0.244 0.186 0.011 0.203 0.698
beta0_black[14] 2.993 0.172 2.661 2.992 3.322
beta0_black[15] 1.413 0.175 1.059 1.410 1.769
beta0_black[16] 4.242 0.179 3.879 4.246 4.592
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.470 1.631 -6.506 -2.041 -0.497
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 39.000 0.863 36.993 39.160 40.244
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.262 0.204 -0.658 -0.259 0.126
beta4_black[2] 0.269 0.188 -0.080 0.262 0.642
beta4_black[3] -1.004 0.196 -1.393 -1.001 -0.623
beta4_black[4] 0.490 0.227 0.046 0.489 0.943
beta4_black[5] 0.700 1.685 -1.254 0.386 4.507
beta4_black[6] 0.822 1.469 -0.861 0.503 4.268
beta4_black[7] 0.690 1.463 -1.082 0.395 4.462
beta4_black[8] -0.246 0.325 -0.882 -0.235 0.368
beta4_black[9] 0.950 0.861 -0.243 0.769 3.019
beta4_black[10] 0.053 0.185 -0.323 0.055 0.403
beta4_black[11] -0.722 0.229 -1.186 -0.717 -0.268
beta4_black[12] 0.404 0.341 -0.254 0.397 1.091
beta4_black[13] -1.345 0.217 -1.773 -1.346 -0.914
beta4_black[14] -0.122 0.247 -0.582 -0.128 0.364
beta4_black[15] -0.933 0.230 -1.385 -0.930 -0.490
beta4_black[16] -0.591 0.247 -1.068 -0.596 -0.105
beta0_dsr[11] 1.892 0.172 1.553 1.892 2.228
beta0_dsr[12] 4.981 0.269 4.472 4.980 5.500
beta0_dsr[13] 1.512 0.171 1.181 1.512 1.854
beta0_dsr[14] 2.618 0.182 2.257 2.620 2.980
beta0_dsr[15] 1.321 0.166 1.000 1.325 1.650
beta0_dsr[16] 2.825 0.179 2.469 2.827 3.180
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.671 0.239 0.219 0.669 1.150
beta4_dsr[12] -0.002 0.727 -1.297 -0.050 1.560
beta4_dsr[13] -0.305 0.234 -0.763 -0.305 0.163
beta4_dsr[14] 0.065 0.283 -0.486 0.066 0.611
beta4_dsr[15] 0.843 0.226 0.394 0.844 1.288
beta4_dsr[16] 0.097 0.252 -0.398 0.100 0.599
beta0_slope[11] -1.828 0.167 -2.149 -1.831 -1.492
beta0_slope[12] -4.746 0.253 -5.260 -4.744 -4.244
beta0_slope[13] -1.261 0.173 -1.594 -1.260 -0.930
beta0_slope[14] -2.621 0.183 -2.987 -2.620 -2.251
beta0_slope[15] -1.260 0.177 -1.607 -1.257 -0.925
beta0_slope[16] -2.689 0.176 -3.035 -2.690 -2.342
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.804 0.229 -1.264 -0.801 -0.361
beta4_slope[12] -1.620 0.600 -2.893 -1.586 -0.501
beta4_slope[13] 0.084 0.233 -0.376 0.081 0.547
beta4_slope[14] 0.004 0.269 -0.528 0.004 0.537
beta4_slope[15] -0.875 0.229 -1.327 -0.875 -0.432
beta4_slope[16] -0.229 0.245 -0.702 -0.230 0.248
beta5_slope[11] 2.679 0.284 2.122 2.678 3.235
beta5_slope[12] -0.200 0.469 -1.127 -0.203 0.697
beta5_slope[13] 1.228 0.277 0.679 1.229 1.777
beta5_slope[14] 4.024 0.521 3.006 4.013 5.105
beta5_slope[15] 1.743 0.280 1.175 1.746 2.291
beta5_slope[16] 2.679 0.358 1.982 2.679 3.373
sigma_H[1] 0.194 0.054 0.094 0.191 0.308
sigma_H[2] 0.173 0.030 0.120 0.171 0.239
sigma_H[3] 0.202 0.043 0.124 0.200 0.300
sigma_H[4] 0.352 0.074 0.226 0.347 0.511
sigma_H[5] 1.030 0.242 0.572 1.028 1.556
sigma_H[6] 0.264 0.187 0.011 0.232 0.692
sigma_H[7] 0.276 0.049 0.194 0.270 0.388
sigma_H[8] 0.439 0.094 0.309 0.422 0.652
sigma_H[9] 0.396 0.076 0.282 0.385 0.580
sigma_H[10] 0.226 0.045 0.150 0.221 0.324
sigma_H[11] 0.277 0.045 0.200 0.273 0.376
sigma_H[12] 0.469 0.175 0.207 0.475 0.803
sigma_H[13] 0.207 0.037 0.142 0.205 0.288
sigma_H[14] 0.459 0.094 0.307 0.449 0.676
sigma_H[15] 0.249 0.041 0.182 0.245 0.339
sigma_H[16] 0.227 0.046 0.153 0.220 0.331
lambda_H[1] 2.760 3.652 0.152 1.519 12.997
lambda_H[2] 8.793 8.000 0.794 6.518 30.306
lambda_H[3] 7.021 10.180 0.338 3.718 33.749
lambda_H[4] 0.008 0.006 0.001 0.007 0.023
lambda_H[5] 3.156 8.344 0.013 0.372 28.349
lambda_H[6] 9.952 15.090 0.015 4.188 52.618
lambda_H[7] 0.016 0.011 0.003 0.014 0.044
lambda_H[8] 8.134 10.190 0.001 4.566 36.973
lambda_H[9] 0.021 0.015 0.004 0.017 0.057
lambda_H[10] 0.332 0.851 0.029 0.191 1.301
lambda_H[11] 0.265 0.364 0.010 0.132 1.258
lambda_H[12] 5.637 7.272 0.227 3.272 25.313
lambda_H[13] 3.733 3.403 0.268 2.786 12.436
lambda_H[14] 3.226 4.223 0.244 2.038 12.703
lambda_H[15] 0.027 0.068 0.003 0.017 0.101
lambda_H[16] 0.851 1.618 0.028 0.317 4.943
mu_lambda_H[1] 4.376 1.847 1.331 4.201 8.500
mu_lambda_H[2] 3.979 1.959 0.695 3.825 8.077
mu_lambda_H[3] 3.568 1.837 0.823 3.320 7.707
sigma_lambda_H[1] 8.625 4.183 2.187 8.055 18.058
sigma_lambda_H[2] 8.613 4.626 1.154 8.173 18.151
sigma_lambda_H[3] 6.400 3.935 1.066 5.626 16.207
beta_H[1,1] 6.815 1.097 4.314 6.976 8.523
beta_H[2,1] 9.861 0.477 8.799 9.903 10.713
beta_H[3,1] 8.031 0.718 6.352 8.106 9.193
beta_H[4,1] 12.374 7.519 -2.044 12.039 27.986
beta_H[5,1] 0.075 3.243 -6.754 0.328 6.416
beta_H[6,1] 4.297 2.802 -3.729 5.078 7.380
beta_H[7,1] 2.236 5.195 -8.778 2.514 11.925
beta_H[8,1] 3.478 10.379 -2.147 1.303 45.776
beta_H[9,1] 13.859 5.376 4.396 13.503 25.065
beta_H[10,1] 7.195 1.733 3.760 7.205 10.641
beta_H[11,1] 5.147 3.597 -3.077 5.953 9.955
beta_H[12,1] 2.571 0.988 0.875 2.508 4.831
beta_H[13,1] 9.005 0.882 7.037 9.087 10.485
beta_H[14,1] 2.176 1.016 0.090 2.198 4.231
beta_H[15,1] -5.835 3.821 -12.701 -6.031 2.338
beta_H[16,1] 4.100 3.134 -0.715 3.583 11.873
beta_H[1,2] 7.910 0.253 7.394 7.915 8.384
beta_H[2,2] 10.033 0.127 9.779 10.033 10.278
beta_H[3,2] 8.961 0.196 8.564 8.966 9.353
beta_H[4,2] 2.439 1.463 -0.480 2.443 5.407
beta_H[5,2] 1.982 1.116 -0.203 1.979 4.124
beta_H[6,2] 6.007 0.854 3.926 6.101 7.377
beta_H[7,2] 2.112 0.992 0.296 2.035 4.266
beta_H[8,2] 2.505 2.510 -7.525 3.092 4.244
beta_H[9,2] 2.848 1.014 0.916 2.849 4.874
beta_H[10,2] 8.129 0.365 7.353 8.150 8.800
beta_H[11,2] 9.755 0.646 8.821 9.620 11.256
beta_H[12,2] 3.957 0.370 3.250 3.953 4.715
beta_H[13,2] 9.135 0.240 8.689 9.129 9.615
beta_H[14,2] 4.065 0.344 3.416 4.066 4.759
beta_H[15,2] 11.298 0.693 9.824 11.337 12.569
beta_H[16,2] 4.687 0.848 3.067 4.677 6.408
beta_H[1,3] 8.550 0.252 8.110 8.542 9.064
beta_H[2,3] 10.105 0.110 9.892 10.101 10.326
beta_H[3,3] 9.653 0.160 9.344 9.649 9.982
beta_H[4,3] -0.813 1.220 -3.065 -0.862 1.736
beta_H[5,3] 4.173 0.735 2.690 4.169 5.617
beta_H[6,3] 7.514 0.902 6.308 7.297 9.982
beta_H[7,3] -2.138 0.649 -3.420 -2.121 -0.901
beta_H[8,3] 5.428 1.207 4.579 5.142 10.252
beta_H[9,3] -1.735 0.708 -3.122 -1.730 -0.404
beta_H[10,3] 8.856 0.281 8.305 8.856 9.400
beta_H[11,3] 8.556 0.287 7.913 8.584 9.049
beta_H[12,3] 5.332 0.311 4.598 5.359 5.856
beta_H[13,3] 8.943 0.176 8.594 8.948 9.284
beta_H[14,3] 5.809 0.281 5.211 5.820 6.324
beta_H[15,3] 10.409 0.324 9.777 10.409 11.055
beta_H[16,3] 5.988 0.879 4.171 6.074 7.429
beta_H[1,4] 8.294 0.178 7.922 8.305 8.605
beta_H[2,4] 10.168 0.117 9.917 10.174 10.381
beta_H[3,4] 10.162 0.159 9.805 10.174 10.442
beta_H[4,4] 11.500 0.431 10.685 11.497 12.374
beta_H[5,4] 6.004 0.998 4.399 5.872 8.192
beta_H[6,4] 7.509 0.668 5.655 7.656 8.421
beta_H[7,4] 8.134 0.318 7.497 8.135 8.751
beta_H[8,4] 6.586 0.471 4.887 6.673 7.090
beta_H[9,4] 6.909 0.385 6.195 6.899 7.681
beta_H[10,4] 7.788 0.253 7.305 7.780 8.325
beta_H[11,4] 9.386 0.197 8.997 9.388 9.780
beta_H[12,4] 7.144 0.216 6.740 7.141 7.594
beta_H[13,4] 9.071 0.142 8.781 9.077 9.347
beta_H[14,4] 7.798 0.209 7.382 7.798 8.218
beta_H[15,4] 9.462 0.240 8.978 9.464 9.921
beta_H[16,4] 9.400 0.296 8.901 9.381 10.018
beta_H[1,5] 8.985 0.148 8.686 8.989 9.258
beta_H[2,5] 10.783 0.093 10.606 10.782 10.972
beta_H[3,5] 10.894 0.160 10.608 10.882 11.233
beta_H[4,5] 8.492 0.405 7.676 8.490 9.319
beta_H[5,5] 5.018 0.836 3.059 5.175 6.296
beta_H[6,5] 8.574 0.470 7.886 8.494 9.830
beta_H[7,5] 6.847 0.310 6.252 6.841 7.476
beta_H[8,5] 8.273 0.363 7.866 8.206 9.511
beta_H[9,5] 8.358 0.383 7.588 8.362 9.097
beta_H[10,5] 10.068 0.240 9.575 10.066 10.528
beta_H[11,5] 11.506 0.225 11.069 11.504 11.948
beta_H[12,5] 8.467 0.204 8.052 8.466 8.879
beta_H[13,5] 10.003 0.126 9.765 10.002 10.259
beta_H[14,5] 9.222 0.216 8.827 9.218 9.667
beta_H[15,5] 11.171 0.250 10.694 11.170 11.673
beta_H[16,5] 9.887 0.196 9.458 9.898 10.246
beta_H[1,6] 10.180 0.184 9.851 10.164 10.597
beta_H[2,6] 11.512 0.108 11.308 11.511 11.733
beta_H[3,6] 10.812 0.156 10.481 10.816 11.108
beta_H[4,6] 12.769 0.691 11.369 12.765 14.166
beta_H[5,6] 6.071 0.732 4.768 6.013 7.802
beta_H[6,6] 8.804 0.500 7.545 8.852 9.555
beta_H[7,6] 9.780 0.512 8.792 9.789 10.756
beta_H[8,6] 9.444 0.510 7.686 9.539 9.997
beta_H[9,6] 8.359 0.632 7.195 8.345 9.661
beta_H[10,6] 9.532 0.323 8.831 9.558 10.096
beta_H[11,6] 10.815 0.345 10.061 10.845 11.417
beta_H[12,6] 9.387 0.264 8.872 9.373 9.953
beta_H[13,6] 11.043 0.156 10.754 11.034 11.375
beta_H[14,6] 9.812 0.275 9.255 9.810 10.360
beta_H[15,6] 10.834 0.430 9.969 10.844 11.672
beta_H[16,6] 10.539 0.265 9.982 10.548 11.051
beta_H[1,7] 10.837 0.876 8.699 10.957 12.243
beta_H[2,7] 12.211 0.429 11.336 12.220 13.068
beta_H[3,7] 10.592 0.633 9.101 10.660 11.609
beta_H[4,7] 2.809 3.458 -4.009 2.849 9.749
beta_H[5,7] 7.154 2.709 2.557 6.800 13.382
beta_H[6,7] 9.321 1.678 6.057 9.315 12.692
beta_H[7,7] 10.874 2.572 5.897 10.845 15.904
beta_H[8,7] 11.283 1.991 9.321 10.963 18.318
beta_H[9,7] 4.726 3.225 -1.899 4.776 10.916
beta_H[10,7] 9.804 1.436 7.255 9.728 12.931
beta_H[11,7] 10.969 1.673 8.004 10.820 14.722
beta_H[12,7] 10.086 0.879 8.087 10.136 11.600
beta_H[13,7] 11.693 0.726 9.915 11.774 12.864
beta_H[14,7] 10.383 0.884 8.564 10.436 12.024
beta_H[15,7] 12.024 2.229 7.724 11.999 16.665
beta_H[16,7] 12.372 1.389 10.091 12.181 15.559
beta0_H[1] 8.919 13.584 -19.943 8.858 36.484
beta0_H[2] 10.860 6.135 -1.189 10.777 23.062
beta0_H[3] 9.516 9.168 -9.594 9.816 26.934
beta0_H[4] 6.561 165.282 -334.151 6.223 330.957
beta0_H[5] 5.223 38.217 -73.574 4.584 91.022
beta0_H[6] 6.779 30.207 -45.922 7.449 55.167
beta0_H[7] 6.399 119.115 -226.103 4.539 248.510
beta0_H[8] 5.967 78.735 -59.421 6.454 70.913
beta0_H[9] 11.184 105.630 -197.131 9.943 224.737
beta0_H[10] 9.465 33.220 -57.554 9.028 82.171
beta0_H[11] 10.115 47.525 -90.402 10.020 111.421
beta0_H[12] 6.500 10.493 -15.782 6.661 27.762
beta0_H[13] 9.823 10.735 -10.071 9.786 30.695
beta0_H[14] 7.012 11.514 -16.943 7.089 30.728
beta0_H[15] 11.969 106.671 -204.112 12.042 225.958
beta0_H[16] 7.348 31.438 -55.751 7.912 73.604